FileBase /isis1/Yuta/YutaData/YutaMouse23-140805/YutaMouse23-140805/YutaMouse23-140805 ElecNo 1 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 707497 data points of dimension 30. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 235832 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12681 members Mstep: Class 2 contains 12333 members Mstep: Class 3 contains 12591 members Mstep: Class 4 contains 12259 members Mstep: Class 5 contains 12493 members Mstep: Class 6 contains 12549 members Mstep: Class 7 contains 12492 members Mstep: Class 8 contains 12537 members Mstep: Class 9 contains 12379 members Mstep: Class 10 contains 12371 members Mstep: Class 11 contains 12398 members Mstep: Class 12 contains 12121 members Mstep: Class 13 contains 12215 members Mstep: Class 14 contains 12302 members Mstep: Class 15 contains 12228 members Mstep: Class 16 contains 12420 members Mstep: Class 17 contains 12514 members Mstep: Class 18 contains 12511 members Mstep: Class 19 contains 12438 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 168.842941 but Gain 3067.980469 Score: -33660204.000000 Penalty: 55223.585938 Iteration 0F: 19 clusters Score -3.36602e+07 nChanged 223580 Entering Unmasked Mstep Mstep: Class 0 contains 2573 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 1433 members Mstep: Class 4 contains 189 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 182 members Mstep: Class 7 contains 120 members Mstep: Class 8 contains 4838 members Mstep: Class 9 contains 3030 members Mstep: Class 10 contains 25507 members Mstep: Class 11 contains 4162 members Mstep: Class 12 contains 340 members Mstep: Class 13 contains 373 members Mstep: Class 15 contains 179274 members Mstep: Class 16 contains 451 members Mstep: Class 17 contains 3518 members Mstep: Class 18 contains 971 members Mstep: Class 19 contains 434 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 657.413452 but Gain 3067.976562 Score: -36930884.000000 Penalty: 52155.609375 Iteration 1F: 18 clusters Score -3.693088e+07 nChanged 49111 Entering Unmasked Mstep Mstep: Class 0 contains 769 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 231 members Mstep: Class 3 contains 1120 members Mstep: Class 4 contains 403 members Mstep: Class 5 contains 702 members Mstep: Class 6 contains 354 members Mstep: Class 7 contains 144 members Mstep: Class 8 contains 1504 members Mstep: Class 9 contains 8905 members Mstep: Class 10 contains 38725 members Mstep: Class 11 contains 4424 members Mstep: Class 12 contains 327 members Mstep: Class 13 contains 543 members Mstep: Class 15 contains 167668 members Mstep: Class 16 contains 1608 members Mstep: Class 17 contains 2594 members Mstep: Class 18 contains 1269 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 890.831848 but Gain 3067.976562 Score: -37246272.000000 Penalty: 49087.632812 Iteration 2F: 17 clusters Score -3.724627e+07 nChanged 40199 Entering Unmasked Mstep Mstep: Class 0 contains 347 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 209 members Mstep: Class 3 contains 1813 members Mstep: Class 4 contains 190 members Mstep: Class 5 contains 710 members Mstep: Class 6 contains 611 members Mstep: Class 8 contains 3861 members Mstep: Class 9 contains 16253 members Mstep: Class 10 contains 51294 members Mstep: Class 11 contains 4716 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 626 members Mstep: Class 15 contains 145307 members Mstep: Class 16 contains 1609 members Mstep: Class 17 contains 2313 members Mstep: Class 18 contains 1591 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 2790.244141 but Gain 3067.976562 Score: -37396776.000000 Penalty: 46019.656250 Iteration 3F: 16 clusters Score -3.739678e+07 nChanged 29995 Entering Unmasked Mstep Mstep: Class 0 contains 301 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 199 members Mstep: Class 3 contains 2513 members Mstep: Class 5 contains 777 members Mstep: Class 6 contains 897 members Mstep: Class 8 contains 4989 members Mstep: Class 9 contains 22201 members Mstep: Class 10 contains 57689 members Mstep: Class 11 contains 4520 members Mstep: Class 12 contains 404 members Mstep: Class 13 contains 635 members Mstep: Class 15 contains 131391 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 1979 members Entering Unmasked Estep ConsiderDeletion Score: -37475612.000000 Penalty: 46019.656250 Iteration 4F: 16 clusters Score -3.747561e+07 nChanged 20726 Entering Unmasked Mstep Mstep: Class 0 contains 287 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 3249 members Mstep: Class 5 contains 805 members Mstep: Class 6 contains 1066 members Mstep: Class 8 contains 5374 members Mstep: Class 9 contains 27241 members Mstep: Class 10 contains 59108 members Mstep: Class 11 contains 3826 members Mstep: Class 12 contains 530 members Mstep: Class 13 contains 675 members Mstep: Class 15 contains 123704 members Mstep: Class 16 contains 1051 members Mstep: Class 17 contains 2812 members Mstep: Class 18 contains 2404 members Entering Unmasked Estep ConsiderDeletion Score: -37523396.000000 Penalty: 46019.656250 Iteration 5F: 16 clusters Score -3.75234e+07 nChanged 15920 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 207 members Mstep: Class 3 contains 4304 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 1082 members Mstep: Class 8 contains 5544 members Mstep: Class 9 contains 31554 members Mstep: Class 10 contains 58010 members Mstep: Class 11 contains 2898 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 710 members Mstep: Class 15 contains 118512 members Mstep: Class 16 contains 960 members Mstep: Class 17 contains 3599 members Mstep: Class 18 contains 2810 members Entering Unmasked Estep ConsiderDeletion Score: -37560996.000000 Penalty: 46019.656250 Iteration 6F: 16 clusters Score -3.7561e+07 nChanged 14390 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 212 members Mstep: Class 3 contains 6037 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 1086 members Mstep: Class 8 contains 5617 members Mstep: Class 9 contains 34984 members Mstep: Class 10 contains 55480 members Mstep: Class 11 contains 2181 members Mstep: Class 12 contains 638 members Mstep: Class 13 contains 692 members Mstep: Class 15 contains 114750 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 4294 members Mstep: Class 18 contains 3161 members Entering Unmasked Estep ConsiderDeletion Score: -37593596.000000 Penalty: 46019.656250 Iteration 7F: 16 clusters Score -3.75936e+07 nChanged 13680 Entering Unmasked Mstep Mstep: Class 0 contains 252 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 224 members Mstep: Class 3 contains 8411 members Mstep: Class 5 contains 869 members Mstep: Class 6 contains 1086 members Mstep: Class 8 contains 5660 members Mstep: Class 9 contains 37360 members Mstep: Class 10 contains 52393 members Mstep: Class 11 contains 1749 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 642 members Mstep: Class 15 contains 112064 members Mstep: Class 16 contains 915 members Mstep: Class 17 contains 4605 members Mstep: Class 18 contains 3383 members Entering Unmasked Estep ConsiderDeletion Score: -37619984.000000 Penalty: 46019.656250 Iteration 8F: 16 clusters Score -3.761998e+07 nChanged 12655 Entering Unmasked Mstep Mstep: Class 0 contains 243 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 234 members Mstep: Class 3 contains 11079 members Mstep: Class 5 contains 900 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5710 members Mstep: Class 9 contains 38851 members Mstep: Class 10 contains 49251 members Mstep: Class 11 contains 1366 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 564 members Mstep: Class 15 contains 110074 members Mstep: Class 16 contains 888 members Mstep: Class 17 contains 4687 members Mstep: Class 18 contains 3532 members Entering Unmasked Estep ConsiderDeletion Score: -37639916.000000 Penalty: 46019.656250 Iteration 9F: 16 clusters Score -3.763992e+07 nChanged 11081 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 7972 members Mstep: Class 2 contains 244 members Mstep: Class 3 contains 13503 members Mstep: Class 5 contains 916 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5730 members Mstep: Class 9 contains 40212 members Mstep: Class 10 contains 46266 members Mstep: Class 11 contains 1060 members Mstep: Class 12 contains 723 members Mstep: Class 13 contains 463 members Mstep: Class 15 contains 108228 members Mstep: Class 16 contains 846 members Mstep: Class 17 contains 4645 members Mstep: Class 18 contains 3701 members Entering Unmasked Estep ConsiderDeletion Score: -37653852.000000 Penalty: 46019.656250 Iteration 10Q: 16 clusters Score -3.765385e+07 nChanged 9343 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 9260 members Mstep: Class 2 contains 245 members Mstep: Class 3 contains 15720 members Mstep: Class 5 contains 946 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5734 members Mstep: Class 9 contains 41478 members Mstep: Class 10 contains 43180 members Mstep: Class 11 contains 892 members Mstep: Class 12 contains 748 members Mstep: Class 13 contains 426 members Mstep: Class 15 contains 106570 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 4579 members Mstep: Class 18 contains 3911 members Entering Unmasked Estep ConsiderDeletion Score: -37661252.000000 Penalty: 46019.656250 Iteration 11Q: 16 clusters Score -3.766125e+07 nChanged 8222 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 10573 members Mstep: Class 2 contains 242 members Mstep: Class 3 contains 17856 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5759 members Mstep: Class 9 contains 42700 members Mstep: Class 10 contains 40099 members Mstep: Class 11 contains 838 members Mstep: Class 12 contains 755 members Mstep: Class 13 contains 419 members Mstep: Class 15 contains 104880 members Mstep: Class 16 contains 814 members Mstep: Class 17 contains 4530 members Mstep: Class 18 contains 4076 members Entering Unmasked Estep ConsiderDeletion Score: -37665512.000000 Penalty: 46019.656250 Iteration 12Q: 16 clusters Score -3.766551e+07 nChanged 7684 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 12005 members Mstep: Class 2 contains 244 members Mstep: Class 3 contains 19873 members Mstep: Class 5 contains 982 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5769 members Mstep: Class 9 contains 43953 members Mstep: Class 10 contains 37035 members Mstep: Class 11 contains 810 members Mstep: Class 12 contains 758 members Mstep: Class 13 contains 419 members Mstep: Class 15 contains 103093 members Mstep: Class 16 contains 811 members Mstep: Class 17 contains 4477 members Mstep: Class 18 contains 4281 members Entering Unmasked Estep ConsiderDeletion Score: -37667640.000000 Penalty: 46019.656250 Iteration 13Q: 16 clusters Score -3.766764e+07 nChanged 7253 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 13621 members Mstep: Class 2 contains 243 members Mstep: Class 3 contains 21721 members Mstep: Class 5 contains 991 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5764 members Mstep: Class 9 contains 45141 members Mstep: Class 10 contains 34170 members Mstep: Class 11 contains 799 members Mstep: Class 12 contains 758 members Mstep: Class 13 contains 426 members Mstep: Class 15 contains 101139 members Mstep: Class 16 contains 811 members Mstep: Class 17 contains 4425 members Mstep: Class 18 contains 4501 members Entering Unmasked Estep ConsiderDeletion Score: -37667232.000000 Penalty: 46019.656250 Iteration 14Q: 16 clusters Score -3.766723e+07 nChanged 6834 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 15523 members Mstep: Class 2 contains 242 members Mstep: Class 3 contains 23183 members Mstep: Class 5 contains 997 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5778 members Mstep: Class 9 contains 46276 members Mstep: Class 10 contains 31693 members Mstep: Class 11 contains 791 members Mstep: Class 12 contains 759 members Mstep: Class 13 contains 439 members Mstep: Class 15 contains 98901 members Mstep: Class 16 contains 811 members Mstep: Class 17 contains 4397 members Mstep: Class 18 contains 4720 members Entering Unmasked Estep ConsiderDeletion Score: -37664828.000000 Penalty: 46019.656250 Iteration 15Q: 16 clusters Score -3.766483e+07 nChanged 6739 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 17964 members Mstep: Class 2 contains 244 members Mstep: Class 3 contains 24456 members Mstep: Class 5 contains 1003 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5756 members Mstep: Class 9 contains 47287 members Mstep: Class 10 contains 29693 members Mstep: Class 11 contains 786 members Mstep: Class 12 contains 760 members Mstep: Class 13 contains 450 members Mstep: Class 15 contains 96043 members Mstep: Class 16 contains 811 members Mstep: Class 17 contains 4350 members Mstep: Class 18 contains 4907 members Entering Unmasked Estep ConsiderDeletion Score: -37663664.000000 Penalty: 46019.656250 Iteration 16Q: 16 clusters Score -3.766366e+07 nChanged 6758 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 21117 members Mstep: Class 2 contains 245 members Mstep: Class 3 contains 25435 members Mstep: Class 5 contains 1010 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5727 members Mstep: Class 9 contains 47983 members Mstep: Class 10 contains 28031 members Mstep: Class 11 contains 786 members Mstep: Class 12 contains 760 members Mstep: Class 13 contains 462 members Mstep: Class 15 contains 92737 members Mstep: Class 16 contains 811 members Mstep: Class 17 contains 4294 members Mstep: Class 18 contains 5112 members Entering Unmasked Estep ConsiderDeletion Score: -37669040.000000 Penalty: 46019.656250 Iteration 17Q: 16 clusters Score -3.766904e+07 nChanged 6463 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 24823 members Mstep: Class 2 contains 245 members Mstep: Class 3 contains 26131 members Mstep: Class 5 contains 1023 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5705 members Mstep: Class 9 contains 48236 members Mstep: Class 10 contains 26568 members Mstep: Class 11 contains 786 members Mstep: Class 12 contains 760 members Mstep: Class 13 contains 473 members Mstep: Class 15 contains 89421 members Mstep: Class 16 contains 811 members Mstep: Class 17 contains 4249 members Mstep: Class 18 contains 5279 members Entering Unmasked Estep ConsiderDeletion Score: -37674456.000000 Penalty: 46019.656250 Iteration 18Q: 16 clusters Score -3.767446e+07 nChanged 6309 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 29136 members Mstep: Class 2 contains 246 members Mstep: Class 3 contains 26660 members Mstep: Class 5 contains 1038 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5648 members Mstep: Class 9 contains 47854 members Mstep: Class 10 contains 25131 members Mstep: Class 11 contains 789 members Mstep: Class 12 contains 760 members Mstep: Class 13 contains 486 members Mstep: Class 15 contains 86340 members Mstep: Class 16 contains 811 members Mstep: Class 17 contains 4211 members Mstep: Class 18 contains 5400 members Entering Unmasked Estep ConsiderDeletion Score: -37679668.000000 Penalty: 46019.656250 Iteration 19Q: 16 clusters Score -3.767967e+07 nChanged 6177 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 33818 members Mstep: Class 2 contains 246 members Mstep: Class 3 contains 27080 members Mstep: Class 5 contains 1047 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5600 members Mstep: Class 9 contains 46781 members Mstep: Class 10 contains 23604 members Mstep: Class 11 contains 789 members Mstep: Class 12 contains 760 members Mstep: Class 13 contains 493 members Mstep: Class 15 contains 83783 members Mstep: Class 16 contains 811 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 5522 members Entering Unmasked Estep ConsiderDeletion Score: -37685380.000000 Penalty: 46019.656250 Iteration 20F: 16 clusters Score -3.768538e+07 nChanged 6151 Entering Unmasked Mstep Mstep: Class 0 contains 223 members Mstep: Class 1 contains 38740 members Mstep: Class 2 contains 259 members Mstep: Class 3 contains 27411 members Mstep: Class 5 contains 1051 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5551 members Mstep: Class 9 contains 45329 members Mstep: Class 10 contains 22062 members Mstep: Class 11 contains 839 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 454 members Mstep: Class 15 contains 81491 members Mstep: Class 16 contains 809 members Mstep: Class 17 contains 4153 members Mstep: Class 18 contains 5610 members Entering Unmasked Estep ConsiderDeletion Score: -37690644.000000 Penalty: 46019.656250 Iteration 21Q: 16 clusters Score -3.769064e+07 nChanged 5914 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 43561 members Mstep: Class 2 contains 261 members Mstep: Class 3 contains 27741 members Mstep: Class 5 contains 1023 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5510 members Mstep: Class 9 contains 43760 members Mstep: Class 10 contains 20609 members Mstep: Class 11 contains 845 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 484 members Mstep: Class 15 contains 79374 members Mstep: Class 16 contains 809 members Mstep: Class 17 contains 4133 members Mstep: Class 18 contains 5650 members Entering Unmasked Estep ConsiderDeletion Score: -37695024.000000 Penalty: 46019.656250 Iteration 22Q: 16 clusters Score -3.769502e+07 nChanged 5338 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 47901 members Mstep: Class 2 contains 265 members Mstep: Class 3 contains 28116 members Mstep: Class 5 contains 985 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5463 members Mstep: Class 9 contains 42281 members Mstep: Class 10 contains 19314 members Mstep: Class 11 contains 848 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 77469 members Mstep: Class 16 contains 809 members Mstep: Class 17 contains 4119 members Mstep: Class 18 contains 5660 members Entering Unmasked Estep ConsiderDeletion Score: -37698476.000000 Penalty: 46019.656250 Iteration 23Q: 16 clusters Score -3.769848e+07 nChanged 4648 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 51659 members Mstep: Class 2 contains 265 members Mstep: Class 3 contains 28482 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5430 members Mstep: Class 9 contains 41076 members Mstep: Class 10 contains 18159 members Mstep: Class 11 contains 850 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 580 members Mstep: Class 15 contains 75730 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4116 members Mstep: Class 18 contains 5644 members Entering Unmasked Estep ConsiderDeletion Score: -37700756.000000 Penalty: 46019.656250 Iteration 24Q: 16 clusters Score -3.770076e+07 nChanged 4119 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 54840 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28894 members Mstep: Class 5 contains 930 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5397 members Mstep: Class 9 contains 40049 members Mstep: Class 10 contains 17198 members Mstep: Class 11 contains 850 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 628 members Mstep: Class 15 contains 74135 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4110 members Mstep: Class 18 contains 5649 members Entering Unmasked Estep ConsiderDeletion Score: -37702536.000000 Penalty: 46019.656250 Iteration 25Q: 16 clusters Score -3.770254e+07 nChanged 3586 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 57319 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29266 members Mstep: Class 5 contains 913 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5370 members Mstep: Class 9 contains 39274 members Mstep: Class 10 contains 16461 members Mstep: Class 11 contains 854 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 658 members Mstep: Class 15 contains 72797 members Mstep: Class 16 contains 811 members Mstep: Class 17 contains 4106 members Mstep: Class 18 contains 5660 members Entering Unmasked Estep ConsiderDeletion Score: -37703280.000000 Penalty: 46019.656250 Iteration 26Q: 16 clusters Score -3.770328e+07 nChanged 2940 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 58994 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29593 members Mstep: Class 5 contains 878 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5357 members Mstep: Class 9 contains 38771 members Mstep: Class 10 contains 15874 members Mstep: Class 11 contains 854 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 716 members Mstep: Class 15 contains 71851 members Mstep: Class 16 contains 811 members Mstep: Class 17 contains 4110 members Mstep: Class 18 contains 5679 members Entering Unmasked Estep ConsiderDeletion Score: -37703844.000000 Penalty: 46019.656250 Iteration 27Q: 16 clusters Score -3.770384e+07 nChanged 2169 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 59948 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 29877 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5364 members Mstep: Class 9 contains 38466 members Mstep: Class 10 contains 15374 members Mstep: Class 11 contains 851 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 775 members Mstep: Class 15 contains 71368 members Mstep: Class 16 contains 811 members Mstep: Class 17 contains 4112 members Mstep: Class 18 contains 5697 members Entering Unmasked Estep ConsiderDeletion Score: -37703992.000000 Penalty: 46019.656250 Iteration 28Q: 16 clusters Score -3.770399e+07 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 60469 members Mstep: Class 2 contains 277 members Mstep: Class 3 contains 30106 members Mstep: Class 5 contains 818 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5367 members Mstep: Class 9 contains 38307 members Mstep: Class 10 contains 14986 members Mstep: Class 11 contains 848 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 818 members Mstep: Class 15 contains 71113 members Mstep: Class 16 contains 811 members Mstep: Class 17 contains 4108 members Mstep: Class 18 contains 5732 members Entering Unmasked Estep ConsiderDeletion Score: -37704008.000000 Penalty: 46019.656250 Iteration 29Q: 16 clusters Score -3.770401e+07 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 60800 members Mstep: Class 2 contains 277 members Mstep: Class 3 contains 30298 members Mstep: Class 5 contains 807 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5367 members Mstep: Class 9 contains 38222 members Mstep: Class 10 contains 14668 members Mstep: Class 11 contains 845 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 852 members Mstep: Class 15 contains 70953 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4104 members Mstep: Class 18 contains 5757 members Entering Unmasked Estep ConsiderDeletion Score: -37704164.000000 Penalty: 46019.656250 Iteration 30Q: 16 clusters Score -3.770416e+07 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 60944 members Mstep: Class 2 contains 277 members Mstep: Class 3 contains 30472 members Mstep: Class 5 contains 795 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5369 members Mstep: Class 9 contains 38182 members Mstep: Class 10 contains 14415 members Mstep: Class 11 contains 844 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 873 members Mstep: Class 15 contains 70892 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4102 members Mstep: Class 18 contains 5785 members Entering Unmasked Estep ConsiderDeletion Score: -37704212.000000 Penalty: 46019.656250 Iteration 31Q: 16 clusters Score -3.770421e+07 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 61031 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 30616 members Mstep: Class 5 contains 794 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5374 members Mstep: Class 9 contains 38159 members Mstep: Class 10 contains 14214 members Mstep: Class 11 contains 843 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 887 members Mstep: Class 15 contains 70856 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4096 members Mstep: Class 18 contains 5802 members Entering Unmasked Estep ConsiderDeletion Score: -37704320.000000 Penalty: 46019.656250 Iteration 32Q: 16 clusters Score -3.770432e+07 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 61091 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 30744 members Mstep: Class 5 contains 786 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5372 members Mstep: Class 9 contains 38146 members Mstep: Class 10 contains 14044 members Mstep: Class 11 contains 843 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 904 members Mstep: Class 15 contains 70831 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4092 members Mstep: Class 18 contains 5819 members Entering Unmasked Estep ConsiderDeletion Score: -37704528.000000 Penalty: 46019.656250 Iteration 33Q: 16 clusters Score -3.770453e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 61141 members Mstep: Class 2 contains 279 members Mstep: Class 3 contains 30854 members Mstep: Class 5 contains 777 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5375 members Mstep: Class 9 contains 38135 members Mstep: Class 10 contains 13907 members Mstep: Class 11 contains 843 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 918 members Mstep: Class 15 contains 70802 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4091 members Mstep: Class 18 contains 5828 members Entering Unmasked Estep ConsiderDeletion Score: -37704552.000000 Penalty: 46019.656250 Iteration 34Q: 16 clusters Score -3.770455e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 61181 members Mstep: Class 2 contains 279 members Mstep: Class 3 contains 30954 members Mstep: Class 5 contains 775 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5376 members Mstep: Class 9 contains 38124 members Mstep: Class 10 contains 13793 members Mstep: Class 11 contains 843 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 930 members Mstep: Class 15 contains 70772 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4089 members Mstep: Class 18 contains 5834 members Entering Unmasked Estep ConsiderDeletion Score: -37704708.000000 Penalty: 46019.656250 Iteration 35Q: 16 clusters Score -3.770471e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 61235 members Mstep: Class 2 contains 279 members Mstep: Class 3 contains 31043 members Mstep: Class 5 contains 775 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5373 members Mstep: Class 9 contains 38125 members Mstep: Class 10 contains 13668 members Mstep: Class 11 contains 843 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 936 members Mstep: Class 15 contains 70743 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4090 members Mstep: Class 18 contains 5840 members Entering Unmasked Estep ConsiderDeletion Score: -37704748.000000 Penalty: 46019.656250 Iteration 36Q: 16 clusters Score -3.770475e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 61260 members Mstep: Class 2 contains 279 members Mstep: Class 3 contains 31129 members Mstep: Class 5 contains 776 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5370 members Mstep: Class 9 contains 38127 members Mstep: Class 10 contains 13552 members Mstep: Class 11 contains 845 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 939 members Mstep: Class 15 contains 70734 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4092 members Mstep: Class 18 contains 5847 members Entering Unmasked Estep ConsiderDeletion Score: -37704792.000000 Penalty: 46019.656250 Iteration 37Q: 16 clusters Score -3.770479e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 61276 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 31213 members Mstep: Class 5 contains 777 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5374 members Mstep: Class 9 contains 38135 members Mstep: Class 10 contains 13449 members Mstep: Class 11 contains 846 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 944 members Mstep: Class 15 contains 70722 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4089 members Mstep: Class 18 contains 5847 members Entering Unmasked Estep ConsiderDeletion Score: -37704836.000000 Penalty: 46019.656250 Iteration 38Q: 16 clusters Score -3.770484e+07 nChanged 216 Entering ConstructFrom: Score: -37704836.000000 Penalty: 46019.656250 Entering ConstructFrom: Trying to split cluster 1 (61304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61304 members Entering Unmasked Estep Score: -9899850.000000 Penalty: 2733.853027 Iteration 0F: 2 clusters Score -9899850 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30660 members Mstep: Class 2 contains 30644 members Entering Unmasked Estep Score: -9863407.000000 Penalty: 5467.706055 Iteration 0F: 3 clusters Score -9863407 nChanged 28734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30700 members Mstep: Class 2 contains 30604 members Entering Unmasked Estep Score: -9880508.000000 Penalty: 5467.706055 Iteration 1F: 3 clusters Score -9880508 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30710 members Mstep: Class 2 contains 30594 members Entering Unmasked Estep Score: -9881982.000000 Penalty: 5467.706055 Iteration 2F: 3 clusters Score -9881982 nChanged 3519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30655 members Mstep: Class 2 contains 30649 members Entering Unmasked Estep Score: -9883828.000000 Penalty: 5467.706055 Iteration 3F: 3 clusters Score -9883828 nChanged 3695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30624 members Mstep: Class 2 contains 30680 members Entering Unmasked Estep Score: -9886007.000000 Penalty: 5467.706055 Iteration 4F: 3 clusters Score -9886007 nChanged 3806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30498 members Mstep: Class 2 contains 30806 members Entering Unmasked Estep Score: -9888162.000000 Penalty: 5467.706055 Iteration 5F: 3 clusters Score -9888162 nChanged 3662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30390 members Mstep: Class 2 contains 30914 members Entering Unmasked Estep Score: -9890147.000000 Penalty: 5467.706055 Iteration 6F: 3 clusters Score -9890147 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30184 members Mstep: Class 2 contains 31120 members Entering Unmasked Estep Score: -9891790.000000 Penalty: 5467.706055 Iteration 7F: 3 clusters Score -9891790 nChanged 2716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29914 members Mstep: Class 2 contains 31390 members Entering Unmasked Estep Score: -9892967.000000 Penalty: 5467.706055 Iteration 8Q: 3 clusters Score -9892967 nChanged 2242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29616 members Mstep: Class 2 contains 31688 members Entering Unmasked Estep Score: -9893828.000000 Penalty: 5467.706055 Iteration 9Q: 3 clusters Score -9893828 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29265 members Mstep: Class 2 contains 32039 members Entering Unmasked Estep Score: -9894509.000000 Penalty: 5467.706055 Iteration 10Q: 3 clusters Score -9894509 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28863 members Mstep: Class 2 contains 32441 members Entering Unmasked Estep Score: -9894858.000000 Penalty: 5467.706055 Iteration 11Q: 3 clusters Score -9894858 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28474 members Mstep: Class 2 contains 32830 members Entering Unmasked Estep Score: -9895085.000000 Penalty: 5467.706055 Iteration 12Q: 3 clusters Score -9895085 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28093 members Mstep: Class 2 contains 33211 members Entering Unmasked Estep Score: -9895286.000000 Penalty: 5467.706055 Iteration 13Q: 3 clusters Score -9895286 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27639 members Mstep: Class 2 contains 33665 members Entering Unmasked Estep Score: -9895465.000000 Penalty: 5467.706055 Iteration 14Q: 3 clusters Score -9895465 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27177 members Mstep: Class 2 contains 34127 members Entering Unmasked Estep Score: -9895670.000000 Penalty: 5467.706055 Iteration 15Q: 3 clusters Score -9895670 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26718 members Mstep: Class 2 contains 34586 members Entering Unmasked Estep Score: -9895779.000000 Penalty: 5467.706055 Iteration 16Q: 3 clusters Score -9895779 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26276 members Mstep: Class 2 contains 35028 members Entering Unmasked Estep Score: -9895885.000000 Penalty: 5467.706055 Iteration 17Q: 3 clusters Score -9895885 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25793 members Mstep: Class 2 contains 35511 members Entering Unmasked Estep Score: -9896040.000000 Penalty: 5467.706055 Iteration 18Q: 3 clusters Score -9896040 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25253 members Mstep: Class 2 contains 36051 members Entering Unmasked Estep Score: -9896196.000000 Penalty: 5467.706055 Iteration 19Q: 3 clusters Score -9896196 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24642 members Mstep: Class 2 contains 36662 members Entering Unmasked Estep Score: -9896461.000000 Penalty: 5467.706055 Iteration 20F: 3 clusters Score -9896461 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23958 members Mstep: Class 2 contains 37346 members Entering Unmasked Estep Score: -9896686.000000 Penalty: 5467.706055 Iteration 21Q: 3 clusters Score -9896686 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23215 members Mstep: Class 2 contains 38089 members Entering Unmasked Estep Score: -9896958.000000 Penalty: 5467.706055 Iteration 22Q: 3 clusters Score -9896958 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22449 members Mstep: Class 2 contains 38855 members Entering Unmasked Estep Score: -9897239.000000 Penalty: 5467.706055 Iteration 23Q: 3 clusters Score -9897239 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21588 members Mstep: Class 2 contains 39716 members Entering Unmasked Estep Score: -9897598.000000 Penalty: 5467.706055 Iteration 24Q: 3 clusters Score -9897598 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20645 members Mstep: Class 2 contains 40659 members Entering Unmasked Estep Score: -9897940.000000 Penalty: 5467.706055 Iteration 25Q: 3 clusters Score -9897940 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19728 members Mstep: Class 2 contains 41576 members Entering Unmasked Estep Score: -9898234.000000 Penalty: 5467.706055 Iteration 26Q: 3 clusters Score -9898234 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18829 members Mstep: Class 2 contains 42475 members Entering Unmasked Estep Score: -9898519.000000 Penalty: 5467.706055 Iteration 27Q: 3 clusters Score -9898519 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17920 members Mstep: Class 2 contains 43384 members Entering Unmasked Estep Score: -9898850.000000 Penalty: 5467.706055 Iteration 28Q: 3 clusters Score -9898850 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17015 members Mstep: Class 2 contains 44289 members Entering Unmasked Estep Score: -9899238.000000 Penalty: 5467.706055 Iteration 29Q: 3 clusters Score -9899238 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16072 members Mstep: Class 2 contains 45232 members Entering Unmasked Estep Score: -9899626.000000 Penalty: 5467.706055 Iteration 30Q: 3 clusters Score -9899626 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15104 members Mstep: Class 2 contains 46200 members Entering Unmasked Estep Score: -9899974.000000 Penalty: 5467.706055 Iteration 31Q: 3 clusters Score -9899974 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14130 members Mstep: Class 2 contains 47174 members Entering Unmasked Estep Score: -9900354.000000 Penalty: 5467.706055 Iteration 32Q: 3 clusters Score -9900354 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13212 members Mstep: Class 2 contains 48092 members Entering Unmasked Estep Score: -9900669.000000 Penalty: 5467.706055 Iteration 33Q: 3 clusters Score -9900669 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12270 members Mstep: Class 2 contains 49034 members Entering Unmasked Estep Score: -9900974.000000 Penalty: 5467.706055 Iteration 34Q: 3 clusters Score -9900974 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11345 members Mstep: Class 2 contains 49959 members Entering Unmasked Estep Score: -9901222.000000 Penalty: 5467.706055 Iteration 35Q: 3 clusters Score -9901222 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10434 members Mstep: Class 2 contains 50870 members Entering Unmasked Estep Score: -9901476.000000 Penalty: 5467.706055 Iteration 36Q: 3 clusters Score -9901476 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9552 members Mstep: Class 2 contains 51752 members Entering Unmasked Estep Score: -9901635.000000 Penalty: 5467.706055 Iteration 37Q: 3 clusters Score -9901635 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8720 members Mstep: Class 2 contains 52584 members Entering Unmasked Estep Score: -9901749.000000 Penalty: 5467.706055 Iteration 38Q: 3 clusters Score -9901749 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 53340 members Entering Unmasked Estep Score: -9901795.000000 Penalty: 5467.706055 Iteration 39Q: 3 clusters Score -9901795 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 53990 members Entering Unmasked Estep Score: -9901783.000000 Penalty: 5467.706055 Iteration 40F: 3 clusters Score -9901783 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 54541 members Entering Unmasked Estep Score: -9901731.000000 Penalty: 5467.706055 Iteration 41Q: 3 clusters Score -9901731 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 55019 members Entering Unmasked Estep Score: -9901640.000000 Penalty: 5467.706055 Iteration 42Q: 3 clusters Score -9901640 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 55425 members Entering Unmasked Estep Score: -9901527.000000 Penalty: 5467.706055 Iteration 43Q: 3 clusters Score -9901527 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 55772 members Entering Unmasked Estep Score: -9901458.000000 Penalty: 5467.706055 Iteration 44Q: 3 clusters Score -9901458 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 56063 members Entering Unmasked Estep Score: -9901358.000000 Penalty: 5467.706055 Iteration 45Q: 3 clusters Score -9901358 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 56316 members Entering Unmasked Estep Score: -9901334.000000 Penalty: 5467.706055 Iteration 46Q: 3 clusters Score -9901334 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 56524 members Entering Unmasked Estep Score: -9901268.000000 Penalty: 5467.706055 Iteration 47Q: 3 clusters Score -9901268 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 56680 members Entering Unmasked Estep Score: -9901214.000000 Penalty: 5467.706055 Iteration 48Q: 3 clusters Score -9901214 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 56809 members Entering Unmasked Estep Score: -9901178.000000 Penalty: 5467.706055 Iteration 49Q: 3 clusters Score -9901178 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 56923 members Entering Unmasked Estep Score: -9901125.000000 Penalty: 5467.706055 Iteration 50Q: 3 clusters Score -9901125 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 57008 members Entering Unmasked Estep Score: -9901066.000000 Penalty: 5467.706055 Iteration 51Q: 3 clusters Score -9901066 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 57087 members Entering Unmasked Estep Score: -9901026.000000 Penalty: 5467.706055 Iteration 52Q: 3 clusters Score -9901026 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 57150 members Entering Unmasked Estep Score: -9900999.000000 Penalty: 5467.706055 Iteration 53Q: 3 clusters Score -9900999 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 57196 members Entering Unmasked Estep Score: -9900958.000000 Penalty: 5467.706055 Iteration 54Q: 3 clusters Score -9900958 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 57236 members Entering Unmasked Estep Score: -9900971.000000 Penalty: 5467.706055 Iteration 55Q: 3 clusters Score -9900971 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 57280 members Entering Unmasked Estep Score: -9900921.000000 Penalty: 5467.706055 Iteration 56Q: 3 clusters Score -9900921 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 57325 members Entering Unmasked Estep Score: -9900925.000000 Penalty: 5467.706055 Iteration 57Q: 3 clusters Score -9900925 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 57361 members Entering Unmasked Estep Score: -9900922.000000 Penalty: 5467.706055 Iteration 58Q: 3 clusters Score -9900922 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 57408 members Entering Unmasked Estep Score: -9900901.000000 Penalty: 5467.706055 Iteration 59Q: 3 clusters Score -9900901 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 57444 members Entering Unmasked Estep Score: -9900883.000000 Penalty: 5467.706055 Iteration 60F: 3 clusters Score -9900883 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 57476 members Entering Unmasked Estep Score: -9900872.000000 Penalty: 5467.706055 Iteration 61Q: 3 clusters Score -9900872 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 57508 members Entering Unmasked Estep Score: -9900869.000000 Penalty: 5467.706055 Iteration 62Q: 3 clusters Score -9900869 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 57528 members Entering Unmasked Estep Score: -9900870.000000 Penalty: 5467.706055 Iteration 63Q: 3 clusters Score -9900870 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 57552 members Entering Unmasked Estep Score: -9900857.000000 Penalty: 5467.706055 Iteration 64Q: 3 clusters Score -9900857 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 57569 members Entering Unmasked Estep Score: -9900847.000000 Penalty: 5467.706055 Iteration 65Q: 3 clusters Score -9900847 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 57585 members Entering Unmasked Estep Score: -9900840.000000 Penalty: 5467.706055 Iteration 66Q: 3 clusters Score -9900840 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 57604 members Entering Unmasked Estep Score: -9900816.000000 Penalty: 5467.706055 Iteration 67Q: 3 clusters Score -9900816 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 57616 members Entering Unmasked Estep Score: -9900793.000000 Penalty: 5467.706055 Iteration 68Q: 3 clusters Score -9900793 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 57624 members Entering Unmasked Estep Score: -9900803.000000 Penalty: 5467.706055 Iteration 69Q: 3 clusters Score -9900803 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 57627 members Entering Unmasked Estep Score: -9900809.000000 Penalty: 5467.706055 Iteration 70Q: 3 clusters Score -9900809 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 57634 members Entering Unmasked Estep Score: -9900804.000000 Penalty: 5467.706055 Iteration 71Q: 3 clusters Score -9900804 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 57645 members Entering Unmasked Estep Score: -9900824.000000 Penalty: 5467.706055 Iteration 72Q: 3 clusters Score -9900824 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 57649 members Entering Unmasked Estep Score: -9900819.000000 Penalty: 5467.706055 Iteration 73Q: 3 clusters Score -9900819 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 57651 members Entering Unmasked Estep Score: -9900823.000000 Penalty: 5467.706055 Iteration 74Q: 3 clusters Score -9900823 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 57655 members Entering Unmasked Estep Score: -9900811.000000 Penalty: 5467.706055 Iteration 75Q: 3 clusters Score -9900811 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 57655 members Entering Unmasked Estep Score: -9900809.000000 Penalty: 5467.706055 Iteration 76Q: 3 clusters Score -9900809 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 57657 members Entering Unmasked Estep Score: -9900808.000000 Penalty: 5467.706055 Iteration 77Q: 3 clusters Score -9900808 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 57657 members Entering Unmasked Estep Score: -9900808.000000 Penalty: 5467.706055 Iteration 78F: 3 clusters Score -9900808 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 31281 members Mstep: Class 4 contains 57657 members Mstep: Class 5 contains 779 members Mstep: Class 6 contains 1088 members Mstep: Class 8 contains 5374 members Mstep: Class 9 contains 38134 members Mstep: Class 10 contains 13349 members Mstep: Class 11 contains 847 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 946 members Mstep: Class 15 contains 70714 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4089 members Mstep: Class 18 contains 5855 members Entering Unmasked Estep Score: -37705308.000000 Penalty: 49087.632812 Splitting cluster 1 changes total score from -37704836.000000 to -37705308.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 2 (278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Entering Unmasked Estep Score: -26760.753906 Penalty: 1395.650024 Iteration 0F: 2 clusters Score -26760.75 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 131 members Entering Unmasked Estep Score: -25809.189453 Penalty: 2791.300049 Iteration 0F: 3 clusters Score -25809.19 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -26216.927734 Penalty: 2791.300049 Iteration 1F: 3 clusters Score -26216.93 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -26484.341797 Penalty: 2791.300049 Iteration 2F: 3 clusters Score -26484.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -26639.208984 Penalty: 2791.300049 Iteration 3F: 3 clusters Score -26639.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -26790.328125 Penalty: 2791.300049 Iteration 4Q: 3 clusters Score -26790.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -26805.507812 Penalty: 2791.300049 Iteration 5Q: 3 clusters Score -26805.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -26805.507812 Penalty: 2791.300049 Iteration 6F: 3 clusters Score -26805.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 81 members Mstep: Class 3 contains 31281 members Mstep: Class 4 contains 57657 members Mstep: Class 5 contains 779 members Mstep: Class 6 contains 1088 members Mstep: Class 7 contains 197 members Mstep: Class 8 contains 5374 members Mstep: Class 9 contains 38134 members Mstep: Class 10 contains 13349 members Mstep: Class 11 contains 847 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 946 members Mstep: Class 15 contains 70714 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4089 members Mstep: Class 18 contains 5855 members Entering Unmasked Estep Score: -37703688.000000 Penalty: 52155.609375 Splitting cluster 2 changes total score from -37704836.000000 to -37703688.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (31281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31281 members Entering Unmasked Estep Score: -5015141.500000 Penalty: 2566.989990 Iteration 0F: 2 clusters Score -5015142 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15524 members Mstep: Class 2 contains 15757 members Entering Unmasked Estep Score: -4993734.000000 Penalty: 5133.979980 Iteration 0F: 3 clusters Score -4993734 nChanged 14182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14976 members Mstep: Class 2 contains 16305 members Entering Unmasked Estep Score: -5001525.500000 Penalty: 5133.979980 Iteration 1F: 3 clusters Score -5001526 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14654 members Mstep: Class 2 contains 16627 members Entering Unmasked Estep Score: -5002127.000000 Penalty: 5133.979980 Iteration 2F: 3 clusters Score -5002127 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14218 members Mstep: Class 2 contains 17063 members Entering Unmasked Estep Score: -5002773.500000 Penalty: 5133.979980 Iteration 3Q: 3 clusters Score -5002774 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13628 members Mstep: Class 2 contains 17653 members Entering Unmasked Estep Score: -5003498.000000 Penalty: 5133.979980 Iteration 4Q: 3 clusters Score -5003498 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12803 members Mstep: Class 2 contains 18478 members Entering Unmasked Estep Score: -5004303.500000 Penalty: 5133.979980 Iteration 5F: 3 clusters Score -5004304 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11819 members Mstep: Class 2 contains 19462 members Entering Unmasked Estep Score: -5005176.000000 Penalty: 5133.979980 Iteration 6F: 3 clusters Score -5005176 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10623 members Mstep: Class 2 contains 20658 members Entering Unmasked Estep Score: -5006136.500000 Penalty: 5133.979980 Iteration 7F: 3 clusters Score -5006136 nChanged 1634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 22012 members Entering Unmasked Estep Score: -5007268.500000 Penalty: 5133.979980 Iteration 8F: 3 clusters Score -5007268 nChanged 1745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 23533 members Entering Unmasked Estep Score: -5008583.000000 Penalty: 5133.979980 Iteration 9F: 3 clusters Score -5008583 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 24992 members Entering Unmasked Estep Score: -5009829.500000 Penalty: 5133.979980 Iteration 10F: 3 clusters Score -5009830 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 26291 members Entering Unmasked Estep Score: -5010960.000000 Penalty: 5133.979980 Iteration 11Q: 3 clusters Score -5010960 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 27284 members Entering Unmasked Estep Score: -5011811.000000 Penalty: 5133.979980 Iteration 12Q: 3 clusters Score -5011811 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 28036 members Entering Unmasked Estep Score: -5012425.500000 Penalty: 5133.979980 Iteration 13Q: 3 clusters Score -5012426 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 28550 members Entering Unmasked Estep Score: -5012839.000000 Penalty: 5133.979980 Iteration 14Q: 3 clusters Score -5012839 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 28921 members Entering Unmasked Estep Score: -5013066.000000 Penalty: 5133.979980 Iteration 15Q: 3 clusters Score -5013066 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 29185 members Entering Unmasked Estep Score: -5013234.500000 Penalty: 5133.979980 Iteration 16Q: 3 clusters Score -5013234 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 29391 members Entering Unmasked Estep Score: -5013341.500000 Penalty: 5133.979980 Iteration 17Q: 3 clusters Score -5013342 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 29553 members Entering Unmasked Estep Score: -5013431.000000 Penalty: 5133.979980 Iteration 18Q: 3 clusters Score -5013431 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 29663 members Entering Unmasked Estep Score: -5013475.500000 Penalty: 5133.979980 Iteration 19Q: 3 clusters Score -5013476 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 29748 members Entering Unmasked Estep Score: -5013515.000000 Penalty: 5133.979980 Iteration 20F: 3 clusters Score -5013515 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 29806 members Entering Unmasked Estep Score: -5013549.500000 Penalty: 5133.979980 Iteration 21Q: 3 clusters Score -5013550 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 29857 members Entering Unmasked Estep Score: -5013561.000000 Penalty: 5133.979980 Iteration 22Q: 3 clusters Score -5013561 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 29892 members Entering Unmasked Estep Score: -5013581.000000 Penalty: 5133.979980 Iteration 23Q: 3 clusters Score -5013581 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 29920 members Entering Unmasked Estep Score: -5013583.500000 Penalty: 5133.979980 Iteration 24Q: 3 clusters Score -5013584 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 29946 members Entering Unmasked Estep Score: -5013591.500000 Penalty: 5133.979980 Iteration 25Q: 3 clusters Score -5013592 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 29961 members Entering Unmasked Estep Score: -5013603.000000 Penalty: 5133.979980 Iteration 26Q: 3 clusters Score -5013603 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 29973 members Entering Unmasked Estep Score: -5013604.000000 Penalty: 5133.979980 Iteration 27Q: 3 clusters Score -5013604 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 29988 members Entering Unmasked Estep Score: -5013609.500000 Penalty: 5133.979980 Iteration 28Q: 3 clusters Score -5013610 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 29999 members Entering Unmasked Estep Score: -5013617.000000 Penalty: 5133.979980 Iteration 29Q: 3 clusters Score -5013617 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 30005 members Entering Unmasked Estep Score: -5013619.500000 Penalty: 5133.979980 Iteration 30Q: 3 clusters Score -5013620 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 30011 members Entering Unmasked Estep Score: -5013624.500000 Penalty: 5133.979980 Iteration 31Q: 3 clusters Score -5013624 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 30013 members Entering Unmasked Estep Score: -5013622.500000 Penalty: 5133.979980 Iteration 32Q: 3 clusters Score -5013622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 30017 members Entering Unmasked Estep Score: -5013621.000000 Penalty: 5133.979980 Iteration 33Q: 3 clusters Score -5013621 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 30019 members Entering Unmasked Estep Score: -5013617.500000 Penalty: 5133.979980 Iteration 34Q: 3 clusters Score -5013618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 30021 members Entering Unmasked Estep Score: -5013620.500000 Penalty: 5133.979980 Iteration 35Q: 3 clusters Score -5013620 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 30022 members Entering Unmasked Estep Score: -5013619.500000 Penalty: 5133.979980 Iteration 36Q: 3 clusters Score -5013620 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 30025 members Entering Unmasked Estep Score: -5013623.000000 Penalty: 5133.979980 Iteration 37Q: 3 clusters Score -5013623 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 30027 members Entering Unmasked Estep Score: -5013624.500000 Penalty: 5133.979980 Iteration 38Q: 3 clusters Score -5013624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 30028 members Entering Unmasked Estep Score: -5013625.000000 Penalty: 5133.979980 Iteration 39Q: 3 clusters Score -5013625 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 30029 members Entering Unmasked Estep Score: -5013624.000000 Penalty: 5133.979980 Iteration 40F: 3 clusters Score -5013624 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Entering Unmasked Estep Score: -107285.476562 Penalty: 1651.186768 Iteration 0F: 2 clusters Score -107285.5 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 373 members Entering Unmasked Estep Score: -105698.593750 Penalty: 3302.373535 Iteration 0F: 3 clusters Score -105698.6 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -106443.679688 Penalty: 3302.373535 Iteration 1F: 3 clusters Score -106443.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -106855.804688 Penalty: 3302.373535 Iteration 2F: 3 clusters Score -106855.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -106992.281250 Penalty: 3302.373535 Iteration 3F: 3 clusters Score -106992.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -107029.585938 Penalty: 3302.373535 Iteration 4Q: 3 clusters Score -107029.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -107048.875000 Penalty: 3302.373535 Iteration 5Q: 3 clusters Score -107048.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -107062.445312 Penalty: 3302.373535 Iteration 6Q: 3 clusters Score -107062.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -107070.648438 Penalty: 3302.373535 Iteration 7Q: 3 clusters Score -107070.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -107075.304688 Penalty: 3302.373535 Iteration 8Q: 3 clusters Score -107075.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -107083.703125 Penalty: 3302.373535 Iteration 9Q: 3 clusters Score -107083.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -107091.390625 Penalty: 3302.373535 Iteration 10Q: 3 clusters Score -107091.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -107095.593750 Penalty: 3302.373535 Iteration 11Q: 3 clusters Score -107095.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -107100.593750 Penalty: 3302.373535 Iteration 12Q: 3 clusters Score -107100.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -107107.023438 Penalty: 3302.373535 Iteration 13Q: 3 clusters Score -107107 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -107113.000000 Penalty: 3302.373535 Iteration 14Q: 3 clusters Score -107113 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -107123.976562 Penalty: 3302.373535 Iteration 15Q: 3 clusters Score -107124 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -107134.570312 Penalty: 3302.373535 Iteration 16Q: 3 clusters Score -107134.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -107158.460938 Penalty: 3302.373535 Iteration 17Q: 3 clusters Score -107158.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -107167.039062 Penalty: 3302.373535 Iteration 18Q: 3 clusters Score -107167 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -107171.031250 Penalty: 3302.373535 Iteration 19Q: 3 clusters Score -107171 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -107171.031250 Penalty: 3302.373535 Iteration 20F: 3 clusters Score -107171 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1088 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Entering Unmasked Estep Score: -146320.015625 Penalty: 1734.039917 Iteration 0F: 2 clusters Score -146320 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -144467.406250 Penalty: 3468.079834 Iteration 0F: 3 clusters Score -144467.4 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -145199.515625 Penalty: 3468.079834 Iteration 1F: 3 clusters Score -145199.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -145845.531250 Penalty: 3468.079834 Iteration 2F: 3 clusters Score -145845.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -146313.968750 Penalty: 3468.079834 Iteration 3F: 3 clusters Score -146314 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -146683.421875 Penalty: 3468.079834 Iteration 4F: 3 clusters Score -146683.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -146954.203125 Penalty: 3468.079834 Iteration 5Q: 3 clusters Score -146954.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -147065.062500 Penalty: 3468.079834 Iteration 6Q: 3 clusters Score -147065.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -147161.953125 Penalty: 3468.079834 Iteration 7Q: 3 clusters Score -147162 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -147217.234375 Penalty: 3468.079834 Iteration 8Q: 3 clusters Score -147217.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -147269.343750 Penalty: 3468.079834 Iteration 9Q: 3 clusters Score -147269.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -147288.828125 Penalty: 3468.079834 Iteration 10Q: 3 clusters Score -147288.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -147297.484375 Penalty: 3468.079834 Iteration 11Q: 3 clusters Score -147297.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -147297.484375 Penalty: 3468.079834 Iteration 12F: 3 clusters Score -147297.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 31281 members Mstep: Class 4 contains 57657 members Mstep: Class 5 contains 779 members Mstep: Class 6 contains 344 members Mstep: Class 7 contains 744 members Mstep: Class 8 contains 5374 members Mstep: Class 9 contains 38134 members Mstep: Class 10 contains 13349 members Mstep: Class 11 contains 847 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 946 members Mstep: Class 15 contains 70714 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4089 members Mstep: Class 18 contains 5855 members Entering Unmasked Estep Score: -37704956.000000 Penalty: 52155.609375 Splitting cluster 6 changes total score from -37704836.000000 to -37704956.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 8 (5374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Entering Unmasked Estep Score: -870134.562500 Penalty: 2130.153320 Iteration 0F: 2 clusters Score -870134.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -865547.000000 Penalty: 4260.306641 Iteration 0F: 3 clusters Score -865547 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -867637.125000 Penalty: 4260.306641 Iteration 1F: 3 clusters Score -867637.1 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -868568.187500 Penalty: 4260.306641 Iteration 2F: 3 clusters Score -868568.2 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -869369.250000 Penalty: 4260.306641 Iteration 3F: 3 clusters Score -869369.2 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -870110.562500 Penalty: 4260.306641 Iteration 4F: 3 clusters Score -870110.6 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -870664.062500 Penalty: 4260.306641 Iteration 5F: 3 clusters Score -870664.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -871110.875000 Penalty: 4260.306641 Iteration 6Q: 3 clusters Score -871110.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -871771.062500 Penalty: 4260.306641 Iteration 7Q: 3 clusters Score -871771.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -872411.562500 Penalty: 4260.306641 Iteration 8Q: 3 clusters Score -872411.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -872882.062500 Penalty: 4260.306641 Iteration 9Q: 3 clusters Score -872882.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -873107.687500 Penalty: 4260.306641 Iteration 10Q: 3 clusters Score -873107.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -873220.125000 Penalty: 4260.306641 Iteration 11Q: 3 clusters Score -873220.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -873287.562500 Penalty: 4260.306641 Iteration 12Q: 3 clusters Score -873287.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -873338.375000 Penalty: 4260.306641 Iteration 13Q: 3 clusters Score -873338.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -873350.375000 Penalty: 4260.306641 Iteration 14Q: 3 clusters Score -873350.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -873352.500000 Penalty: 4260.306641 Iteration 15Q: 3 clusters Score -873352.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -873354.125000 Penalty: 4260.306641 Iteration 16Q: 3 clusters Score -873354.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -873354.125000 Penalty: 4260.306641 Iteration 17F: 3 clusters Score -873354.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 31281 members Mstep: Class 4 contains 57657 members Mstep: Class 5 contains 779 members Mstep: Class 6 contains 344 members Mstep: Class 7 contains 744 members Mstep: Class 8 contains 993 members Mstep: Class 9 contains 38134 members Mstep: Class 10 contains 13349 members Mstep: Class 11 contains 847 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 946 members Mstep: Class 14 contains 4381 members Mstep: Class 15 contains 70714 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4089 members Mstep: Class 18 contains 5855 members Entering Unmasked Estep Score: -37707296.000000 Penalty: 55223.585938 Splitting cluster 8 changes total score from -37704836.000000 to -37707296.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 9 (38134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38134 members Entering Unmasked Estep Score: -6211404.000000 Penalty: 2616.117676 Iteration 0F: 2 clusters Score -6211404 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19172 members Mstep: Class 2 contains 18962 members Entering Unmasked Estep Score: -6185621.500000 Penalty: 5232.235352 Iteration 0F: 3 clusters Score -6185622 nChanged 17377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19973 members Mstep: Class 2 contains 18161 members Entering Unmasked Estep Score: -6195416.000000 Penalty: 5232.235352 Iteration 1F: 3 clusters Score -6195416 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20511 members Mstep: Class 2 contains 17623 members Entering Unmasked Estep Score: -6196625.500000 Penalty: 5232.235352 Iteration 2F: 3 clusters Score -6196626 nChanged 2448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21403 members Mstep: Class 2 contains 16731 members Entering Unmasked Estep Score: -6198277.000000 Penalty: 5232.235352 Iteration 3F: 3 clusters Score -6198277 nChanged 2900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22799 members Mstep: Class 2 contains 15335 members Entering Unmasked Estep Score: -6200561.000000 Penalty: 5232.235352 Iteration 4F: 3 clusters Score -6200561 nChanged 3193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24632 members Mstep: Class 2 contains 13502 members Entering Unmasked Estep Score: -6203319.500000 Penalty: 5232.235352 Iteration 5F: 3 clusters Score -6203320 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26468 members Mstep: Class 2 contains 11666 members Entering Unmasked Estep Score: -6205787.500000 Penalty: 5232.235352 Iteration 6F: 3 clusters Score -6205788 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27921 members Mstep: Class 2 contains 10213 members Entering Unmasked Estep Score: -6207365.500000 Penalty: 5232.235352 Iteration 7F: 3 clusters Score -6207366 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29034 members Mstep: Class 2 contains 9100 members Entering Unmasked Estep Score: -6208431.500000 Penalty: 5232.235352 Iteration 8Q: 3 clusters Score -6208432 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29930 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -6209104.500000 Penalty: 5232.235352 Iteration 9Q: 3 clusters Score -6209104 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30597 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -6209562.500000 Penalty: 5232.235352 Iteration 10Q: 3 clusters Score -6209562 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31148 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -6209820.500000 Penalty: 5232.235352 Iteration 11Q: 3 clusters Score -6209820 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31655 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -6210051.000000 Penalty: 5232.235352 Iteration 12Q: 3 clusters Score -6210051 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32114 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -6210254.500000 Penalty: 5232.235352 Iteration 13Q: 3 clusters Score -6210254 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32524 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -6210415.500000 Penalty: 5232.235352 Iteration 14Q: 3 clusters Score -6210416 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32885 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -6210557.000000 Penalty: 5232.235352 Iteration 15Q: 3 clusters Score -6210557 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33196 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -6210702.000000 Penalty: 5232.235352 Iteration 16Q: 3 clusters Score -6210702 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33497 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -6210860.500000 Penalty: 5232.235352 Iteration 17Q: 3 clusters Score -6210860 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33729 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -6210969.500000 Penalty: 5232.235352 Iteration 18Q: 3 clusters Score -6210970 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33923 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -6211020.000000 Penalty: 5232.235352 Iteration 19Q: 3 clusters Score -6211020 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34057 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -6211088.500000 Penalty: 5232.235352 Iteration 20F: 3 clusters Score -6211088 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34167 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -6211150.500000 Penalty: 5232.235352 Iteration 21Q: 3 clusters Score -6211150 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34259 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -6211203.000000 Penalty: 5232.235352 Iteration 22Q: 3 clusters Score -6211203 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34349 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -6211250.000000 Penalty: 5232.235352 Iteration 23Q: 3 clusters Score -6211250 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34434 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -6211319.000000 Penalty: 5232.235352 Iteration 24Q: 3 clusters Score -6211319 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34507 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -6211349.500000 Penalty: 5232.235352 Iteration 25Q: 3 clusters Score -6211350 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34567 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -6211398.000000 Penalty: 5232.235352 Iteration 26Q: 3 clusters Score -6211398 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34624 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -6211450.500000 Penalty: 5232.235352 Iteration 27Q: 3 clusters Score -6211450 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34674 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -6211494.500000 Penalty: 5232.235352 Iteration 28Q: 3 clusters Score -6211494 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34700 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -6211561.000000 Penalty: 5232.235352 Iteration 29Q: 3 clusters Score -6211561 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34722 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -6211585.000000 Penalty: 5232.235352 Iteration 30Q: 3 clusters Score -6211585 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34737 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -6211623.500000 Penalty: 5232.235352 Iteration 31Q: 3 clusters Score -6211624 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34741 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -6211651.500000 Penalty: 5232.235352 Iteration 32Q: 3 clusters Score -6211652 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34725 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -6211667.000000 Penalty: 5232.235352 Iteration 33Q: 3 clusters Score -6211667 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34713 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -6211697.000000 Penalty: 5232.235352 Iteration 34Q: 3 clusters Score -6211697 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34712 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -6211728.500000 Penalty: 5232.235352 Iteration 35Q: 3 clusters Score -6211728 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34715 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -6211747.500000 Penalty: 5232.235352 Iteration 36Q: 3 clusters Score -6211748 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34709 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -6211774.500000 Penalty: 5232.235352 Iteration 37Q: 3 clusters Score -6211774 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34718 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -6211801.000000 Penalty: 5232.235352 Iteration 38Q: 3 clusters Score -6211801 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34711 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -6211811.000000 Penalty: 5232.235352 Iteration 39Q: 3 clusters Score -6211811 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34704 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -6211816.000000 Penalty: 5232.235352 Iteration 40F: 3 clusters Score -6211816 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34688 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -6211832.000000 Penalty: 5232.235352 Iteration 41Q: 3 clusters Score -6211832 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34677 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -6211824.500000 Penalty: 5232.235352 Iteration 42Q: 3 clusters Score -6211824 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34673 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -6211825.500000 Penalty: 5232.235352 Iteration 43Q: 3 clusters Score -6211826 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34667 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -6211846.500000 Penalty: 5232.235352 Iteration 44Q: 3 clusters Score -6211846 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34664 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -6211844.500000 Penalty: 5232.235352 Iteration 45Q: 3 clusters Score -6211844 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34659 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -6211847.000000 Penalty: 5232.235352 Iteration 46Q: 3 clusters Score -6211847 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34657 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -6211845.500000 Penalty: 5232.235352 Iteration 47Q: 3 clusters Score -6211846 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34657 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -6211844.500000 Penalty: 5232.235352 Iteration 48Q: 3 clusters Score -6211844 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34656 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -6211844.000000 Penalty: 5232.235352 Iteration 49Q: 3 clusters Score -6211844 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34658 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -6211843.000000 Penalty: 5232.235352 Iteration 50Q: 3 clusters Score -6211843 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34655 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -6211840.500000 Penalty: 5232.235352 Iteration 51Q: 3 clusters Score -6211840 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34650 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -6211857.500000 Penalty: 5232.235352 Iteration 52Q: 3 clusters Score -6211858 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34643 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -6211848.500000 Penalty: 5232.235352 Iteration 53Q: 3 clusters Score -6211848 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34634 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -6211845.500000 Penalty: 5232.235352 Iteration 54Q: 3 clusters Score -6211846 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34623 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -6211846.000000 Penalty: 5232.235352 Iteration 55Q: 3 clusters Score -6211846 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34621 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -6211851.500000 Penalty: 5232.235352 Iteration 56Q: 3 clusters Score -6211852 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34617 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -6211853.000000 Penalty: 5232.235352 Iteration 57Q: 3 clusters Score -6211853 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34613 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -6211860.000000 Penalty: 5232.235352 Iteration 58Q: 3 clusters Score -6211860 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34608 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -6211866.500000 Penalty: 5232.235352 Iteration 59Q: 3 clusters Score -6211866 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34601 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -6211869.000000 Penalty: 5232.235352 Iteration 60F: 3 clusters Score -6211869 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34591 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -6211867.000000 Penalty: 5232.235352 Iteration 61Q: 3 clusters Score -6211867 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34583 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -6211870.500000 Penalty: 5232.235352 Iteration 62Q: 3 clusters Score -6211870 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34572 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -6211869.500000 Penalty: 5232.235352 Iteration 63Q: 3 clusters Score -6211870 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34563 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -6211874.000000 Penalty: 5232.235352 Iteration 64Q: 3 clusters Score -6211874 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34558 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -6211875.000000 Penalty: 5232.235352 Iteration 65Q: 3 clusters Score -6211875 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34551 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -6211871.000000 Penalty: 5232.235352 Iteration 66Q: 3 clusters Score -6211871 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34542 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -6211869.000000 Penalty: 5232.235352 Iteration 67Q: 3 clusters Score -6211869 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34536 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -6211867.500000 Penalty: 5232.235352 Iteration 68Q: 3 clusters Score -6211868 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34529 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -6211868.500000 Penalty: 5232.235352 Iteration 69Q: 3 clusters Score -6211868 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34529 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -6211863.000000 Penalty: 5232.235352 Iteration 70Q: 3 clusters Score -6211863 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34527 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -6211868.000000 Penalty: 5232.235352 Iteration 71Q: 3 clusters Score -6211868 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34525 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -6211866.500000 Penalty: 5232.235352 Iteration 72Q: 3 clusters Score -6211866 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34524 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -6211867.500000 Penalty: 5232.235352 Iteration 73Q: 3 clusters Score -6211868 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34523 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -6211861.000000 Penalty: 5232.235352 Iteration 74Q: 3 clusters Score -6211861 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34518 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -6211864.500000 Penalty: 5232.235352 Iteration 75Q: 3 clusters Score -6211864 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34511 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -6211861.500000 Penalty: 5232.235352 Iteration 76Q: 3 clusters Score -6211862 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34510 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -6211865.500000 Penalty: 5232.235352 Iteration 77Q: 3 clusters Score -6211866 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34506 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -6211871.000000 Penalty: 5232.235352 Iteration 78Q: 3 clusters Score -6211871 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34500 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -6211880.000000 Penalty: 5232.235352 Iteration 79Q: 3 clusters Score -6211880 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34493 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -6211888.000000 Penalty: 5232.235352 Iteration 80F: 3 clusters Score -6211888 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34489 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -6211882.500000 Penalty: 5232.235352 Iteration 81Q: 3 clusters Score -6211882 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34487 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -6211892.000000 Penalty: 5232.235352 Iteration 82Q: 3 clusters Score -6211892 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34480 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -6211889.500000 Penalty: 5232.235352 Iteration 83Q: 3 clusters Score -6211890 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34478 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -6211892.500000 Penalty: 5232.235352 Iteration 84Q: 3 clusters Score -6211892 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34480 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -6211888.000000 Penalty: 5232.235352 Iteration 85Q: 3 clusters Score -6211888 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34478 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -6211886.000000 Penalty: 5232.235352 Iteration 86Q: 3 clusters Score -6211886 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34474 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -6211888.000000 Penalty: 5232.235352 Iteration 87Q: 3 clusters Score -6211888 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34472 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -6211879.000000 Penalty: 5232.235352 Iteration 88Q: 3 clusters Score -6211879 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34469 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -6211882.000000 Penalty: 5232.235352 Iteration 89Q: 3 clusters Score -6211882 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34464 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -6211883.500000 Penalty: 5232.235352 Iteration 90Q: 3 clusters Score -6211884 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34462 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -6211888.500000 Penalty: 5232.235352 Iteration 91Q: 3 clusters Score -6211888 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34462 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -6211890.500000 Penalty: 5232.235352 Iteration 92Q: 3 clusters Score -6211890 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34462 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -6211885.500000 Penalty: 5232.235352 Iteration 93Q: 3 clusters Score -6211886 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34462 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -6211891.500000 Penalty: 5232.235352 Iteration 94Q: 3 clusters Score -6211892 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34464 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -6211894.000000 Penalty: 5232.235352 Iteration 95Q: 3 clusters Score -6211894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34463 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -6211892.500000 Penalty: 5232.235352 Iteration 96Q: 3 clusters Score -6211892 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34460 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -6211888.500000 Penalty: 5232.235352 Iteration 97Q: 3 clusters Score -6211888 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34457 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -6211893.500000 Penalty: 5232.235352 Iteration 98Q: 3 clusters Score -6211894 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34453 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -6211894.500000 Penalty: 5232.235352 Iteration 99Q: 3 clusters Score -6211894 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34449 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -6211894.500000 Penalty: 5232.235352 Iteration 100F: 3 clusters Score -6211894 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34448 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -6211895.000000 Penalty: 5232.235352 Iteration 101Q: 3 clusters Score -6211895 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34444 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -6211899.500000 Penalty: 5232.235352 Iteration 102Q: 3 clusters Score -6211900 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34443 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -6211897.500000 Penalty: 5232.235352 Iteration 103Q: 3 clusters Score -6211898 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34441 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -6211899.000000 Penalty: 5232.235352 Iteration 104Q: 3 clusters Score -6211899 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34441 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -6211897.000000 Penalty: 5232.235352 Iteration 105Q: 3 clusters Score -6211897 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34439 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -6211898.000000 Penalty: 5232.235352 Iteration 106Q: 3 clusters Score -6211898 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34433 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -6211894.000000 Penalty: 5232.235352 Iteration 107Q: 3 clusters Score -6211894 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34429 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -6211889.000000 Penalty: 5232.235352 Iteration 108Q: 3 clusters Score -6211889 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34422 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -6211889.000000 Penalty: 5232.235352 Iteration 109Q: 3 clusters Score -6211889 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34414 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -6211892.500000 Penalty: 5232.235352 Iteration 110Q: 3 clusters Score -6211892 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34409 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -6211900.000000 Penalty: 5232.235352 Iteration 111Q: 3 clusters Score -6211900 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34402 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -6211897.000000 Penalty: 5232.235352 Iteration 112Q: 3 clusters Score -6211897 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34399 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -6211903.000000 Penalty: 5232.235352 Iteration 113Q: 3 clusters Score -6211903 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34396 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -6211898.000000 Penalty: 5232.235352 Iteration 114Q: 3 clusters Score -6211898 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34394 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -6211900.500000 Penalty: 5232.235352 Iteration 115Q: 3 clusters Score -6211900 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34394 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -6211901.000000 Penalty: 5232.235352 Iteration 116Q: 3 clusters Score -6211901 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34393 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -6211897.500000 Penalty: 5232.235352 Iteration 117Q: 3 clusters Score -6211898 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34389 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -6211898.000000 Penalty: 5232.235352 Iteration 118Q: 3 clusters Score -6211898 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34387 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -6211897.500000 Penalty: 5232.235352 Iteration 119Q: 3 clusters Score -6211898 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34387 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -6211897.500000 Penalty: 5232.235352 Iteration 120F: 3 clusters Score -6211898 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 31281 members Mstep: Class 4 contains 57657 members Mstep: Class 5 contains 779 members Mstep: Class 6 contains 344 members Mstep: Class 7 contains 744 members Mstep: Class 8 contains 993 members Mstep: Class 9 contains 34387 members Mstep: Class 10 contains 13349 members Mstep: Class 11 contains 847 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 946 members Mstep: Class 14 contains 4381 members Mstep: Class 15 contains 70714 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4089 members Mstep: Class 18 contains 5855 members Mstep: Class 19 contains 3747 members Entering Unmasked Estep Score: -37707388.000000 Penalty: 58291.566406 Splitting cluster 9 changes total score from -37704836.000000 to -37707388.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 10 (13349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13349 members Entering Unmasked Estep Score: -2122438.000000 Penalty: 2355.800781 Iteration 0F: 2 clusters Score -2122438 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 6708 members Entering Unmasked Estep Score: -2112760.500000 Penalty: 4711.601562 Iteration 0F: 3 clusters Score -2112760 nChanged 5704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -2115732.500000 Penalty: 4711.601562 Iteration 1F: 3 clusters Score -2115732 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6186 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -2116121.750000 Penalty: 4711.601562 Iteration 2F: 3 clusters Score -2116122 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -2116504.000000 Penalty: 4711.601562 Iteration 3F: 3 clusters Score -2116504 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -2117010.000000 Penalty: 4711.601562 Iteration 4F: 3 clusters Score -2117010 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 8451 members Entering Unmasked Estep Score: -2117645.000000 Penalty: 4711.601562 Iteration 5F: 3 clusters Score -2117645 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 9076 members Entering Unmasked Estep Score: -2118415.500000 Penalty: 4711.601562 Iteration 6F: 3 clusters Score -2118416 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -2119160.500000 Penalty: 4711.601562 Iteration 7F: 3 clusters Score -2119160 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 10287 members Entering Unmasked Estep Score: -2119793.250000 Penalty: 4711.601562 Iteration 8F: 3 clusters Score -2119793 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -2120220.750000 Penalty: 4711.601562 Iteration 9Q: 3 clusters Score -2120221 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 11073 members Entering Unmasked Estep Score: -2120539.500000 Penalty: 4711.601562 Iteration 10Q: 3 clusters Score -2120540 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 11330 members Entering Unmasked Estep Score: -2120722.250000 Penalty: 4711.601562 Iteration 11Q: 3 clusters Score -2120722 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 11505 members Entering Unmasked Estep Score: -2120834.500000 Penalty: 4711.601562 Iteration 12Q: 3 clusters Score -2120834 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 11651 members Entering Unmasked Estep Score: -2120919.500000 Penalty: 4711.601562 Iteration 13Q: 3 clusters Score -2120920 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 11801 members Entering Unmasked Estep Score: -2121015.750000 Penalty: 4711.601562 Iteration 14Q: 3 clusters Score -2121016 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 11911 members Entering Unmasked Estep Score: -2121079.500000 Penalty: 4711.601562 Iteration 15Q: 3 clusters Score -2121080 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 12012 members Entering Unmasked Estep Score: -2121126.500000 Penalty: 4711.601562 Iteration 16Q: 3 clusters Score -2121126 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 12089 members Entering Unmasked Estep Score: -2121173.250000 Penalty: 4711.601562 Iteration 17Q: 3 clusters Score -2121173 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 12155 members Entering Unmasked Estep Score: -2121204.500000 Penalty: 4711.601562 Iteration 18Q: 3 clusters Score -2121204 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 12210 members Entering Unmasked Estep Score: -2121230.500000 Penalty: 4711.601562 Iteration 19Q: 3 clusters Score -2121230 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 12249 members Entering Unmasked Estep Score: -2121248.000000 Penalty: 4711.601562 Iteration 20F: 3 clusters Score -2121248 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 12284 members Entering Unmasked Estep Score: -2121257.000000 Penalty: 4711.601562 Iteration 21Q: 3 clusters Score -2121257 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 12301 members Entering Unmasked Estep Score: -2121267.500000 Penalty: 4711.601562 Iteration 22Q: 3 clusters Score -2121268 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 12322 members Entering Unmasked Estep Score: -2121276.750000 Penalty: 4711.601562 Iteration 23Q: 3 clusters Score -2121277 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 12344 members Entering Unmasked Estep Score: -2121288.500000 Penalty: 4711.601562 Iteration 24Q: 3 clusters Score -2121288 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 12358 members Entering Unmasked Estep Score: -2121285.250000 Penalty: 4711.601562 Iteration 25Q: 3 clusters Score -2121285 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 12368 members Entering Unmasked Estep Score: -2121295.000000 Penalty: 4711.601562 Iteration 26Q: 3 clusters Score -2121295 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 12378 members Entering Unmasked Estep Score: -2121299.750000 Penalty: 4711.601562 Iteration 27Q: 3 clusters Score -2121300 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 12387 members Entering Unmasked Estep Score: -2121299.750000 Penalty: 4711.601562 Iteration 28Q: 3 clusters Score -2121300 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 12394 members Entering Unmasked Estep Score: -2121299.250000 Penalty: 4711.601562 Iteration 29Q: 3 clusters Score -2121299 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 12401 members Entering Unmasked Estep Score: -2121303.000000 Penalty: 4711.601562 Iteration 30Q: 3 clusters Score -2121303 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 12406 members Entering Unmasked Estep Score: -2121301.250000 Penalty: 4711.601562 Iteration 31Q: 3 clusters Score -2121301 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 12409 members Entering Unmasked Estep Score: -2121302.750000 Penalty: 4711.601562 Iteration 32Q: 3 clusters Score -2121303 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 12410 members Entering Unmasked Estep Score: -2121302.000000 Penalty: 4711.601562 Iteration 33Q: 3 clusters Score -2121302 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -2121300.750000 Penalty: 4711.601562 Iteration 34Q: 3 clusters Score -2121301 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 12412 members Entering Unmasked Estep Score: -2121300.750000 Penalty: 4711.601562 Iteration 35Q: 3 clusters Score -2121301 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 12412 members Entering Unmasked Estep Score: -2121300.750000 Penalty: 4711.601562 Iteration 36F: 3 clusters Score -2121301 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Entering Unmasked Estep Score: -129355.203125 Penalty: 1671.941772 Iteration 0F: 2 clusters Score -129355.2 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 434 members Entering Unmasked Estep Score: -127518.195312 Penalty: 3343.883545 Iteration 0F: 3 clusters Score -127518.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -127780.554688 Penalty: 3343.883545 Iteration 1F: 3 clusters Score -127780.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -127952.250000 Penalty: 3343.883545 Iteration 2F: 3 clusters Score -127952.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -128129.515625 Penalty: 3343.883545 Iteration 3F: 3 clusters Score -128129.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -128256.539062 Penalty: 3343.883545 Iteration 4F: 3 clusters Score -128256.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -128389.742188 Penalty: 3343.883545 Iteration 5Q: 3 clusters Score -128389.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -128504.570312 Penalty: 3343.883545 Iteration 6F: 3 clusters Score -128504.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -128565.125000 Penalty: 3343.883545 Iteration 7Q: 3 clusters Score -128565.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -128595.187500 Penalty: 3343.883545 Iteration 8Q: 3 clusters Score -128595.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -128613.820312 Penalty: 3343.883545 Iteration 9Q: 3 clusters Score -128613.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -128621.171875 Penalty: 3343.883545 Iteration 10Q: 3 clusters Score -128621.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -128631.117188 Penalty: 3343.883545 Iteration 11Q: 3 clusters Score -128631.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -128644.164062 Penalty: 3343.883545 Iteration 12Q: 3 clusters Score -128644.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -128648.195312 Penalty: 3343.883545 Iteration 13Q: 3 clusters Score -128648.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -128649.734375 Penalty: 3343.883545 Iteration 14Q: 3 clusters Score -128649.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -128650.421875 Penalty: 3343.883545 Iteration 15Q: 3 clusters Score -128650.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -128650.421875 Penalty: 3343.883545 Iteration 16F: 3 clusters Score -128650.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Entering Unmasked Estep Score: -98455.304688 Penalty: 1645.714844 Iteration 0F: 2 clusters Score -98455.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -96886.648438 Penalty: 3291.429688 Iteration 0F: 3 clusters Score -96886.65 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -97749.312500 Penalty: 3291.429688 Iteration 1F: 3 clusters Score -97749.31 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -98216.460938 Penalty: 3291.429688 Iteration 2F: 3 clusters Score -98216.46 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -98456.945312 Penalty: 3291.429688 Iteration 3F: 3 clusters Score -98456.95 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -98644.328125 Penalty: 3291.429688 Iteration 4Q: 3 clusters Score -98644.33 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -98770.460938 Penalty: 3291.429688 Iteration 5Q: 3 clusters Score -98770.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -98802.984375 Penalty: 3291.429688 Iteration 6Q: 3 clusters Score -98802.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -98817.351562 Penalty: 3291.429688 Iteration 7Q: 3 clusters Score -98817.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -98825.992188 Penalty: 3291.429688 Iteration 8Q: 3 clusters Score -98825.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -98837.218750 Penalty: 3291.429688 Iteration 9Q: 3 clusters Score -98837.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -98842.578125 Penalty: 3291.429688 Iteration 10Q: 3 clusters Score -98842.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -98843.484375 Penalty: 3291.429688 Iteration 11Q: 3 clusters Score -98843.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -98843.484375 Penalty: 3291.429688 Iteration 12F: 3 clusters Score -98843.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 31281 members Mstep: Class 4 contains 57657 members Mstep: Class 5 contains 779 members Mstep: Class 6 contains 344 members Mstep: Class 7 contains 744 members Mstep: Class 8 contains 993 members Mstep: Class 9 contains 34387 members Mstep: Class 10 contains 13349 members Mstep: Class 11 contains 847 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 946 members Mstep: Class 14 contains 4381 members Mstep: Class 15 contains 70714 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4089 members Mstep: Class 18 contains 5855 members Mstep: Class 19 contains 3747 members Mstep: Class 20 contains 410 members Entering Unmasked Estep Score: -37706340.000000 Penalty: 61359.542969 Splitting cluster 12 changes total score from -37704836.000000 to -37706340.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 13 (946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Entering Unmasked Estep Score: -129225.781250 Penalty: 1699.356079 Iteration 0F: 2 clusters Score -129225.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -127575.812500 Penalty: 3398.712158 Iteration 0F: 3 clusters Score -127575.8 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -128242.273438 Penalty: 3398.712158 Iteration 1F: 3 clusters Score -128242.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -128842.000000 Penalty: 3398.712158 Iteration 2F: 3 clusters Score -128842 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -129353.726562 Penalty: 3398.712158 Iteration 3F: 3 clusters Score -129353.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -129469.843750 Penalty: 3398.712158 Iteration 4F: 3 clusters Score -129469.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -129565.046875 Penalty: 3398.712158 Iteration 5Q: 3 clusters Score -129565 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -129604.718750 Penalty: 3398.712158 Iteration 6Q: 3 clusters Score -129604.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -129622.359375 Penalty: 3398.712158 Iteration 7Q: 3 clusters Score -129622.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -129624.687500 Penalty: 3398.712158 Iteration 8Q: 3 clusters Score -129624.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -129645.312500 Penalty: 3398.712158 Iteration 9F: 3 clusters Score -129645.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -129678.796875 Penalty: 3398.712158 Iteration 10Q: 3 clusters Score -129678.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -129690.179688 Penalty: 3398.712158 Iteration 11Q: 3 clusters Score -129690.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -129693.382812 Penalty: 3398.712158 Iteration 12Q: 3 clusters Score -129693.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -129693.382812 Penalty: 3398.712158 Iteration 13F: 3 clusters Score -129693.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 31281 members Mstep: Class 4 contains 57657 members Mstep: Class 5 contains 779 members Mstep: Class 6 contains 344 members Mstep: Class 7 contains 744 members Mstep: Class 8 contains 993 members Mstep: Class 9 contains 34387 members Mstep: Class 10 contains 13349 members Mstep: Class 11 contains 847 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 742 members Mstep: Class 14 contains 4381 members Mstep: Class 15 contains 70714 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4089 members Mstep: Class 18 contains 5855 members Mstep: Class 19 contains 3747 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 204 members Entering Unmasked Estep Score: -37705420.000000 Penalty: 64427.519531 Splitting cluster 13 changes total score from -37704836.000000 to -37705420.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 15 (70714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70714 members Entering Unmasked Estep Score: -11718084.000000 Penalty: 2769.266846 Iteration 0F: 2 clusters Score -1.171808e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35299 members Mstep: Class 2 contains 35415 members Entering Unmasked Estep Score: -11696027.000000 Penalty: 5538.533691 Iteration 0F: 3 clusters Score -1.169603e+07 nChanged 33084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33531 members Mstep: Class 2 contains 37183 members Entering Unmasked Estep Score: -11714929.000000 Penalty: 5538.533691 Iteration 1F: 3 clusters Score -1.171493e+07 nChanged 3599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31726 members Mstep: Class 2 contains 38988 members Entering Unmasked Estep Score: -11715982.000000 Penalty: 5538.533691 Iteration 2F: 3 clusters Score -1.171598e+07 nChanged 3841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29611 members Mstep: Class 2 contains 41103 members Entering Unmasked Estep Score: -11717361.000000 Penalty: 5538.533691 Iteration 3F: 3 clusters Score -1.171736e+07 nChanged 4137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27380 members Mstep: Class 2 contains 43334 members Entering Unmasked Estep Score: -11719215.000000 Penalty: 5538.533691 Iteration 4F: 3 clusters Score -1.171922e+07 nChanged 4352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25436 members Mstep: Class 2 contains 45278 members Entering Unmasked Estep Score: -11721375.000000 Penalty: 5538.533691 Iteration 5F: 3 clusters Score -1.172138e+07 nChanged 4558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24016 members Mstep: Class 2 contains 46698 members Entering Unmasked Estep Score: -11723836.000000 Penalty: 5538.533691 Iteration 6F: 3 clusters Score -1.172384e+07 nChanged 4480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23608 members Mstep: Class 2 contains 47106 members Entering Unmasked Estep Score: -11726567.000000 Penalty: 5538.533691 Iteration 7F: 3 clusters Score -1.172657e+07 nChanged 4114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24176 members Mstep: Class 2 contains 46538 members Entering Unmasked Estep Score: -11728721.000000 Penalty: 5538.533691 Iteration 8F: 3 clusters Score -1.172872e+07 nChanged 3072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25198 members Mstep: Class 2 contains 45516 members Entering Unmasked Estep Score: -11729475.000000 Penalty: 5538.533691 Iteration 9Q: 3 clusters Score -1.172948e+07 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26461 members Mstep: Class 2 contains 44253 members Entering Unmasked Estep Score: -11729698.000000 Penalty: 5538.533691 Iteration 10Q: 3 clusters Score -1.17297e+07 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28073 members Mstep: Class 2 contains 42641 members Entering Unmasked Estep Score: -11729862.000000 Penalty: 5538.533691 Iteration 11Q: 3 clusters Score -1.172986e+07 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29998 members Mstep: Class 2 contains 40716 members Entering Unmasked Estep Score: -11730046.000000 Penalty: 5538.533691 Iteration 12Q: 3 clusters Score -1.173005e+07 nChanged 2254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32246 members Mstep: Class 2 contains 38468 members Entering Unmasked Estep Score: -11730153.000000 Penalty: 5538.533691 Iteration 13Q: 3 clusters Score -1.173015e+07 nChanged 2394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34638 members Mstep: Class 2 contains 36076 members Entering Unmasked Estep Score: -11730182.000000 Penalty: 5538.533691 Iteration 14Q: 3 clusters Score -1.173018e+07 nChanged 2463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37101 members Mstep: Class 2 contains 33613 members Entering Unmasked Estep Score: -11730131.000000 Penalty: 5538.533691 Iteration 15Q: 3 clusters Score -1.173013e+07 nChanged 2363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39442 members Mstep: Class 2 contains 31272 members Entering Unmasked Estep Score: -11730256.000000 Penalty: 5538.533691 Iteration 16Q: 3 clusters Score -1.173026e+07 nChanged 2157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41521 members Mstep: Class 2 contains 29193 members Entering Unmasked Estep Score: -11730398.000000 Penalty: 5538.533691 Iteration 17Q: 3 clusters Score -1.17304e+07 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43256 members Mstep: Class 2 contains 27458 members Entering Unmasked Estep Score: -11730479.000000 Penalty: 5538.533691 Iteration 18Q: 3 clusters Score -1.173048e+07 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44575 members Mstep: Class 2 contains 26139 members Entering Unmasked Estep Score: -11730560.000000 Penalty: 5538.533691 Iteration 19Q: 3 clusters Score -1.173056e+07 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45471 members Mstep: Class 2 contains 25243 members Entering Unmasked Estep Score: -11730836.000000 Penalty: 5538.533691 Iteration 20F: 3 clusters Score -1.173084e+07 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46132 members Mstep: Class 2 contains 24582 members Entering Unmasked Estep Score: -11730951.000000 Penalty: 5538.533691 Iteration 21Q: 3 clusters Score -1.173095e+07 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46501 members Mstep: Class 2 contains 24213 members Entering Unmasked Estep Score: -11731025.000000 Penalty: 5538.533691 Iteration 22Q: 3 clusters Score -1.173102e+07 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46605 members Mstep: Class 2 contains 24109 members Entering Unmasked Estep Score: -11730994.000000 Penalty: 5538.533691 Iteration 23Q: 3 clusters Score -1.173099e+07 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46428 members Mstep: Class 2 contains 24286 members Entering Unmasked Estep Score: -11731029.000000 Penalty: 5538.533691 Iteration 24Q: 3 clusters Score -1.173103e+07 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46021 members Mstep: Class 2 contains 24693 members Entering Unmasked Estep Score: -11731058.000000 Penalty: 5538.533691 Iteration 25Q: 3 clusters Score -1.173106e+07 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45374 members Mstep: Class 2 contains 25340 members Entering Unmasked Estep Score: -11731103.000000 Penalty: 5538.533691 Iteration 26Q: 3 clusters Score -1.17311e+07 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44544 members Mstep: Class 2 contains 26170 members Entering Unmasked Estep Score: -11731163.000000 Penalty: 5538.533691 Iteration 27Q: 3 clusters Score -1.173116e+07 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43453 members Mstep: Class 2 contains 27261 members Entering Unmasked Estep Score: -11731184.000000 Penalty: 5538.533691 Iteration 28Q: 3 clusters Score -1.173118e+07 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42186 members Mstep: Class 2 contains 28528 members Entering Unmasked Estep Score: -11731376.000000 Penalty: 5538.533691 Iteration 29Q: 3 clusters Score -1.173138e+07 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40752 members Mstep: Class 2 contains 29962 members Entering Unmasked Estep Score: -11731457.000000 Penalty: 5538.533691 Iteration 30Q: 3 clusters Score -1.173146e+07 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39157 members Mstep: Class 2 contains 31557 members Entering Unmasked Estep Score: -11731598.000000 Penalty: 5538.533691 Iteration 31Q: 3 clusters Score -1.17316e+07 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37449 members Mstep: Class 2 contains 33265 members Entering Unmasked Estep Score: -11731625.000000 Penalty: 5538.533691 Iteration 32Q: 3 clusters Score -1.173162e+07 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35756 members Mstep: Class 2 contains 34958 members Entering Unmasked Estep Score: -11731749.000000 Penalty: 5538.533691 Iteration 33Q: 3 clusters Score -1.173175e+07 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34054 members Mstep: Class 2 contains 36660 members Entering Unmasked Estep Score: -11731870.000000 Penalty: 5538.533691 Iteration 34Q: 3 clusters Score -1.173187e+07 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32541 members Mstep: Class 2 contains 38173 members Entering Unmasked Estep Score: -11732027.000000 Penalty: 5538.533691 Iteration 35Q: 3 clusters Score -1.173203e+07 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31319 members Mstep: Class 2 contains 39395 members Entering Unmasked Estep Score: -11732114.000000 Penalty: 5538.533691 Iteration 36Q: 3 clusters Score -1.173211e+07 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30320 members Mstep: Class 2 contains 40394 members Entering Unmasked Estep Score: -11732129.000000 Penalty: 5538.533691 Iteration 37Q: 3 clusters Score -1.173213e+07 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29632 members Mstep: Class 2 contains 41082 members Entering Unmasked Estep Score: -11732100.000000 Penalty: 5538.533691 Iteration 38Q: 3 clusters Score -1.17321e+07 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29170 members Mstep: Class 2 contains 41544 members Entering Unmasked Estep Score: -11732054.000000 Penalty: 5538.533691 Iteration 39Q: 3 clusters Score -1.173205e+07 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28939 members Mstep: Class 2 contains 41775 members Entering Unmasked Estep Score: -11732018.000000 Penalty: 5538.533691 Iteration 40F: 3 clusters Score -1.173202e+07 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28820 members Mstep: Class 2 contains 41894 members Entering Unmasked Estep Score: -11732046.000000 Penalty: 5538.533691 Iteration 41Q: 3 clusters Score -1.173205e+07 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28892 members Mstep: Class 2 contains 41822 members Entering Unmasked Estep Score: -11732048.000000 Penalty: 5538.533691 Iteration 42Q: 3 clusters Score -1.173205e+07 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29135 members Mstep: Class 2 contains 41579 members Entering Unmasked Estep Score: -11732033.000000 Penalty: 5538.533691 Iteration 43Q: 3 clusters Score -1.173203e+07 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29479 members Mstep: Class 2 contains 41235 members Entering Unmasked Estep Score: -11731979.000000 Penalty: 5538.533691 Iteration 44Q: 3 clusters Score -1.173198e+07 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29905 members Mstep: Class 2 contains 40809 members Entering Unmasked Estep Score: -11731954.000000 Penalty: 5538.533691 Iteration 45Q: 3 clusters Score -1.173195e+07 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30400 members Mstep: Class 2 contains 40314 members Entering Unmasked Estep Score: -11731934.000000 Penalty: 5538.533691 Iteration 46Q: 3 clusters Score -1.173193e+07 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30913 members Mstep: Class 2 contains 39801 members Entering Unmasked Estep Score: -11731896.000000 Penalty: 5538.533691 Iteration 47Q: 3 clusters Score -1.17319e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31523 members Mstep: Class 2 contains 39191 members Entering Unmasked Estep Score: -11731917.000000 Penalty: 5538.533691 Iteration 48Q: 3 clusters Score -1.173192e+07 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32228 members Mstep: Class 2 contains 38486 members Entering Unmasked Estep Score: -11732012.000000 Penalty: 5538.533691 Iteration 49Q: 3 clusters Score -1.173201e+07 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32990 members Mstep: Class 2 contains 37724 members Entering Unmasked Estep Score: -11732057.000000 Penalty: 5538.533691 Iteration 50Q: 3 clusters Score -1.173206e+07 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33793 members Mstep: Class 2 contains 36921 members Entering Unmasked Estep Score: -11732071.000000 Penalty: 5538.533691 Iteration 51Q: 3 clusters Score -1.173207e+07 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34561 members Mstep: Class 2 contains 36153 members Entering Unmasked Estep Score: -11732036.000000 Penalty: 5538.533691 Iteration 52Q: 3 clusters Score -1.173204e+07 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35298 members Mstep: Class 2 contains 35416 members Entering Unmasked Estep Score: -11732077.000000 Penalty: 5538.533691 Iteration 53Q: 3 clusters Score -1.173208e+07 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35946 members Mstep: Class 2 contains 34768 members Entering Unmasked Estep Score: -11732196.000000 Penalty: 5538.533691 Iteration 54Q: 3 clusters Score -1.17322e+07 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36503 members Mstep: Class 2 contains 34211 members Entering Unmasked Estep Score: -11732258.000000 Penalty: 5538.533691 Iteration 55Q: 3 clusters Score -1.173226e+07 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37033 members Mstep: Class 2 contains 33681 members Entering Unmasked Estep Score: -11732406.000000 Penalty: 5538.533691 Iteration 56Q: 3 clusters Score -1.173241e+07 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37473 members Mstep: Class 2 contains 33241 members Entering Unmasked Estep Score: -11732549.000000 Penalty: 5538.533691 Iteration 57Q: 3 clusters Score -1.173255e+07 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37812 members Mstep: Class 2 contains 32902 members Entering Unmasked Estep Score: -11732645.000000 Penalty: 5538.533691 Iteration 58Q: 3 clusters Score -1.173264e+07 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38101 members Mstep: Class 2 contains 32613 members Entering Unmasked Estep Score: -11732669.000000 Penalty: 5538.533691 Iteration 59Q: 3 clusters Score -1.173267e+07 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38346 members Mstep: Class 2 contains 32368 members Entering Unmasked Estep Score: -11732764.000000 Penalty: 5538.533691 Iteration 60F: 3 clusters Score -1.173276e+07 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38490 members Mstep: Class 2 contains 32224 members Entering Unmasked Estep Score: -11732813.000000 Penalty: 5538.533691 Iteration 61Q: 3 clusters Score -1.173281e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38604 members Mstep: Class 2 contains 32110 members Entering Unmasked Estep Score: -11732832.000000 Penalty: 5538.533691 Iteration 62Q: 3 clusters Score -1.173283e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38652 members Mstep: Class 2 contains 32062 members Entering Unmasked Estep Score: -11732843.000000 Penalty: 5538.533691 Iteration 63Q: 3 clusters Score -1.173284e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38658 members Mstep: Class 2 contains 32056 members Entering Unmasked Estep Score: -11732874.000000 Penalty: 5538.533691 Iteration 64Q: 3 clusters Score -1.173287e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38609 members Mstep: Class 2 contains 32105 members Entering Unmasked Estep Score: -11732880.000000 Penalty: 5538.533691 Iteration 65Q: 3 clusters Score -1.173288e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38517 members Mstep: Class 2 contains 32197 members Entering Unmasked Estep Score: -11732882.000000 Penalty: 5538.533691 Iteration 66Q: 3 clusters Score -1.173288e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38389 members Mstep: Class 2 contains 32325 members Entering Unmasked Estep Score: -11732857.000000 Penalty: 5538.533691 Iteration 67Q: 3 clusters Score -1.173286e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38222 members Mstep: Class 2 contains 32492 members Entering Unmasked Estep Score: -11732893.000000 Penalty: 5538.533691 Iteration 68Q: 3 clusters Score -1.173289e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38029 members Mstep: Class 2 contains 32685 members Entering Unmasked Estep Score: -11732927.000000 Penalty: 5538.533691 Iteration 69Q: 3 clusters Score -1.173293e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37814 members Mstep: Class 2 contains 32900 members Entering Unmasked Estep Score: -11732921.000000 Penalty: 5538.533691 Iteration 70Q: 3 clusters Score -1.173292e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37641 members Mstep: Class 2 contains 33073 members Entering Unmasked Estep Score: -11732931.000000 Penalty: 5538.533691 Iteration 71Q: 3 clusters Score -1.173293e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37459 members Mstep: Class 2 contains 33255 members Entering Unmasked Estep Score: -11732917.000000 Penalty: 5538.533691 Iteration 72Q: 3 clusters Score -1.173292e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37299 members Mstep: Class 2 contains 33415 members Entering Unmasked Estep Score: -11732981.000000 Penalty: 5538.533691 Iteration 73Q: 3 clusters Score -1.173298e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37141 members Mstep: Class 2 contains 33573 members Entering Unmasked Estep Score: -11732995.000000 Penalty: 5538.533691 Iteration 74Q: 3 clusters Score -1.1733e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36985 members Mstep: Class 2 contains 33729 members Entering Unmasked Estep Score: -11732990.000000 Penalty: 5538.533691 Iteration 75Q: 3 clusters Score -1.173299e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36837 members Mstep: Class 2 contains 33877 members Entering Unmasked Estep Score: -11732994.000000 Penalty: 5538.533691 Iteration 76Q: 3 clusters Score -1.173299e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36684 members Mstep: Class 2 contains 34030 members Entering Unmasked Estep Score: -11732993.000000 Penalty: 5538.533691 Iteration 77Q: 3 clusters Score -1.173299e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36523 members Mstep: Class 2 contains 34191 members Entering Unmasked Estep Score: -11732989.000000 Penalty: 5538.533691 Iteration 78Q: 3 clusters Score -1.173299e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36378 members Mstep: Class 2 contains 34336 members Entering Unmasked Estep Score: -11732971.000000 Penalty: 5538.533691 Iteration 79Q: 3 clusters Score -1.173297e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36254 members Mstep: Class 2 contains 34460 members Entering Unmasked Estep Score: -11733005.000000 Penalty: 5538.533691 Iteration 80F: 3 clusters Score -1.1733e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36133 members Mstep: Class 2 contains 34581 members Entering Unmasked Estep Score: -11732971.000000 Penalty: 5538.533691 Iteration 81Q: 3 clusters Score -1.173297e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36002 members Mstep: Class 2 contains 34712 members Entering Unmasked Estep Score: -11732974.000000 Penalty: 5538.533691 Iteration 82Q: 3 clusters Score -1.173297e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35878 members Mstep: Class 2 contains 34836 members Entering Unmasked Estep Score: -11732996.000000 Penalty: 5538.533691 Iteration 83Q: 3 clusters Score -1.1733e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35744 members Mstep: Class 2 contains 34970 members Entering Unmasked Estep Score: -11733020.000000 Penalty: 5538.533691 Iteration 84Q: 3 clusters Score -1.173302e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35604 members Mstep: Class 2 contains 35110 members Entering Unmasked Estep Score: -11733007.000000 Penalty: 5538.533691 Iteration 85Q: 3 clusters Score -1.173301e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35456 members Mstep: Class 2 contains 35258 members Entering Unmasked Estep Score: -11732995.000000 Penalty: 5538.533691 Iteration 86Q: 3 clusters Score -1.1733e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35314 members Mstep: Class 2 contains 35400 members Entering Unmasked Estep Score: -11732983.000000 Penalty: 5538.533691 Iteration 87Q: 3 clusters Score -1.173298e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35190 members Mstep: Class 2 contains 35524 members Entering Unmasked Estep Score: -11732948.000000 Penalty: 5538.533691 Iteration 88Q: 3 clusters Score -1.173295e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35083 members Mstep: Class 2 contains 35631 members Entering Unmasked Estep Score: -11732913.000000 Penalty: 5538.533691 Iteration 89Q: 3 clusters Score -1.173291e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35003 members Mstep: Class 2 contains 35711 members Entering Unmasked Estep Score: -11732931.000000 Penalty: 5538.533691 Iteration 90Q: 3 clusters Score -1.173293e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34950 members Mstep: Class 2 contains 35764 members Entering Unmasked Estep Score: -11732948.000000 Penalty: 5538.533691 Iteration 91Q: 3 clusters Score -1.173295e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34895 members Mstep: Class 2 contains 35819 members Entering Unmasked Estep Score: -11732971.000000 Penalty: 5538.533691 Iteration 92Q: 3 clusters Score -1.173297e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34849 members Mstep: Class 2 contains 35865 members Entering Unmasked Estep Score: -11732977.000000 Penalty: 5538.533691 Iteration 93Q: 3 clusters Score -1.173298e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34830 members Mstep: Class 2 contains 35884 members Entering Unmasked Estep Score: -11732996.000000 Penalty: 5538.533691 Iteration 94Q: 3 clusters Score -1.1733e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34833 members Mstep: Class 2 contains 35881 members Entering Unmasked Estep Score: -11732983.000000 Penalty: 5538.533691 Iteration 95Q: 3 clusters Score -1.173298e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34860 members Mstep: Class 2 contains 35854 members Entering Unmasked Estep Score: -11732994.000000 Penalty: 5538.533691 Iteration 96Q: 3 clusters Score -1.173299e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34882 members Mstep: Class 2 contains 35832 members Entering Unmasked Estep Score: -11732980.000000 Penalty: 5538.533691 Iteration 97Q: 3 clusters Score -1.173298e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34899 members Mstep: Class 2 contains 35815 members Entering Unmasked Estep Score: -11732991.000000 Penalty: 5538.533691 Iteration 98Q: 3 clusters Score -1.173299e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34922 members Mstep: Class 2 contains 35792 members Entering Unmasked Estep Score: -11732963.000000 Penalty: 5538.533691 Iteration 99Q: 3 clusters Score -1.173296e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34936 members Mstep: Class 2 contains 35778 members Entering Unmasked Estep Score: -11732980.000000 Penalty: 5538.533691 Iteration 100F: 3 clusters Score -1.173298e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34939 members Mstep: Class 2 contains 35775 members Entering Unmasked Estep Score: -11732994.000000 Penalty: 5538.533691 Iteration 101Q: 3 clusters Score -1.173299e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34943 members Mstep: Class 2 contains 35771 members Entering Unmasked Estep Score: -11732971.000000 Penalty: 5538.533691 Iteration 102Q: 3 clusters Score -1.173297e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34965 members Mstep: Class 2 contains 35749 members Entering Unmasked Estep Score: -11732983.000000 Penalty: 5538.533691 Iteration 103Q: 3 clusters Score -1.173298e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34987 members Mstep: Class 2 contains 35727 members Entering Unmasked Estep Score: -11732979.000000 Penalty: 5538.533691 Iteration 104Q: 3 clusters Score -1.173298e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35005 members Mstep: Class 2 contains 35709 members Entering Unmasked Estep Score: -11732977.000000 Penalty: 5538.533691 Iteration 105Q: 3 clusters Score -1.173298e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35013 members Mstep: Class 2 contains 35701 members Entering Unmasked Estep Score: -11732971.000000 Penalty: 5538.533691 Iteration 106Q: 3 clusters Score -1.173297e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35027 members Mstep: Class 2 contains 35687 members Entering Unmasked Estep Score: -11732956.000000 Penalty: 5538.533691 Iteration 107Q: 3 clusters Score -1.173296e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35050 members Mstep: Class 2 contains 35664 members Entering Unmasked Estep Score: -11732965.000000 Penalty: 5538.533691 Iteration 108Q: 3 clusters Score -1.173296e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35085 members Mstep: Class 2 contains 35629 members Entering Unmasked Estep Score: -11732954.000000 Penalty: 5538.533691 Iteration 109Q: 3 clusters Score -1.173295e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35108 members Mstep: Class 2 contains 35606 members Entering Unmasked Estep Score: -11732975.000000 Penalty: 5538.533691 Iteration 110Q: 3 clusters Score -1.173298e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35117 members Mstep: Class 2 contains 35597 members Entering Unmasked Estep Score: -11732977.000000 Penalty: 5538.533691 Iteration 111Q: 3 clusters Score -1.173298e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35127 members Mstep: Class 2 contains 35587 members Entering Unmasked Estep Score: -11732973.000000 Penalty: 5538.533691 Iteration 112Q: 3 clusters Score -1.173297e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35136 members Mstep: Class 2 contains 35578 members Entering Unmasked Estep Score: -11732971.000000 Penalty: 5538.533691 Iteration 113Q: 3 clusters Score -1.173297e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35145 members Mstep: Class 2 contains 35569 members Entering Unmasked Estep Score: -11732963.000000 Penalty: 5538.533691 Iteration 114Q: 3 clusters Score -1.173296e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35157 members Mstep: Class 2 contains 35557 members Entering Unmasked Estep Score: -11732967.000000 Penalty: 5538.533691 Iteration 115Q: 3 clusters Score -1.173297e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35160 members Mstep: Class 2 contains 35554 members Entering Unmasked Estep Score: -11732970.000000 Penalty: 5538.533691 Iteration 116Q: 3 clusters Score -1.173297e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35173 members Mstep: Class 2 contains 35541 members Entering Unmasked Estep Score: -11732991.000000 Penalty: 5538.533691 Iteration 117Q: 3 clusters Score -1.173299e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35180 members Mstep: Class 2 contains 35534 members Entering Unmasked Estep Score: -11732980.000000 Penalty: 5538.533691 Iteration 118Q: 3 clusters Score -1.173298e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35193 members Mstep: Class 2 contains 35521 members Entering Unmasked Estep Score: -11732976.000000 Penalty: 5538.533691 Iteration 119Q: 3 clusters Score -1.173298e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35205 members Mstep: Class 2 contains 35509 members Entering Unmasked Estep Score: -11732987.000000 Penalty: 5538.533691 Iteration 120F: 3 clusters Score -1.173299e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35213 members Mstep: Class 2 contains 35501 members Entering Unmasked Estep Score: -11732992.000000 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Entering Unmasked Estep Score: -11732977.000000 Penalty: 5538.533691 Iteration 125Q: 3 clusters Score -1.173298e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35228 members Mstep: Class 2 contains 35486 members Entering Unmasked Estep Score: -11732984.000000 Penalty: 5538.533691 Iteration 126Q: 3 clusters Score -1.173298e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35229 members Mstep: Class 2 contains 35485 members Entering Unmasked Estep Score: -11733008.000000 Penalty: 5538.533691 Iteration 127Q: 3 clusters Score -1.173301e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35222 members Mstep: Class 2 contains 35492 members Entering Unmasked Estep Score: -11733010.000000 Penalty: 5538.533691 Iteration 128Q: 3 clusters Score -1.173301e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 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0 contains 0 members Mstep: Class 1 contains 35221 members Mstep: Class 2 contains 35493 members Entering Unmasked Estep Score: -11733048.000000 Penalty: 5538.533691 Iteration 133Q: 3 clusters Score -1.173305e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35221 members Mstep: Class 2 contains 35493 members Entering Unmasked Estep Score: -11733046.000000 Penalty: 5538.533691 Iteration 134Q: 3 clusters Score -1.173305e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35211 members Mstep: Class 2 contains 35503 members Entering Unmasked Estep Score: -11733046.000000 Penalty: 5538.533691 Iteration 135Q: 3 clusters Score -1.173305e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35201 members Mstep: Class 2 contains 35513 members Entering Unmasked Estep Score: -11733057.000000 Penalty: 5538.533691 Iteration 136Q: 3 clusters Score -1.173306e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35191 members Mstep: Class 2 contains 35523 members Entering Unmasked Estep Score: -11733062.000000 Penalty: 5538.533691 Iteration 137Q: 3 clusters Score -1.173306e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35185 members Mstep: Class 2 contains 35529 members Entering Unmasked Estep Score: -11733060.000000 Penalty: 5538.533691 Iteration 138Q: 3 clusters Score -1.173306e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35186 members Mstep: Class 2 contains 35528 members Entering Unmasked Estep Score: -11733046.000000 Penalty: 5538.533691 Iteration 139Q: 3 clusters Score -1.173305e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35177 members Mstep: Class 2 contains 35537 members Entering Unmasked Estep Score: -11733082.000000 Penalty: 5538.533691 Iteration 140F: 3 clusters Score -1.173308e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35164 members Mstep: Class 2 contains 35550 members Entering Unmasked Estep Score: -11733075.000000 Penalty: 5538.533691 Iteration 141Q: 3 clusters Score -1.173308e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35153 members Mstep: Class 2 contains 35561 members Entering Unmasked Estep Score: -11733073.000000 Penalty: 5538.533691 Iteration 142Q: 3 clusters Score -1.173307e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35139 members Mstep: Class 2 contains 35575 members Entering Unmasked Estep Score: -11733068.000000 Penalty: 5538.533691 Iteration 143Q: 3 clusters Score -1.173307e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35127 members Mstep: Class 2 contains 35587 members Entering Unmasked 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Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35114 members Mstep: Class 2 contains 35600 members Entering Unmasked Estep Score: -11733080.000000 Penalty: 5538.533691 Iteration 156Q: 3 clusters Score -1.173308e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35105 members Mstep: Class 2 contains 35609 members Entering Unmasked Estep Score: -11733082.000000 Penalty: 5538.533691 Iteration 157Q: 3 clusters Score -1.173308e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35090 members Mstep: Class 2 contains 35624 members Entering Unmasked Estep Score: -11733091.000000 Penalty: 5538.533691 Iteration 158Q: 3 clusters Score -1.173309e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35061 members Mstep: Class 2 contains 35653 members Entering Unmasked Estep Score: -11733111.000000 Penalty: 5538.533691 Iteration 159Q: 3 clusters Score -1.173311e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35055 members Mstep: Class 2 contains 35659 members Entering Unmasked Estep Score: -11733096.000000 Penalty: 5538.533691 Iteration 160F: 3 clusters Score -1.17331e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35043 members Mstep: Class 2 contains 35671 members Entering Unmasked Estep Score: -11733107.000000 Penalty: 5538.533691 Iteration 161Q: 3 clusters Score -1.173311e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35030 members Mstep: Class 2 contains 35684 members Entering Unmasked Estep Score: -11733110.000000 Penalty: 5538.533691 Iteration 162Q: 3 clusters Score -1.173311e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35013 members Mstep: Class 2 contains 35701 members Entering Unmasked Estep Score: -11733127.000000 Penalty: 5538.533691 Iteration 163Q: 3 clusters Score -1.173313e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34996 members Mstep: Class 2 contains 35718 members Entering Unmasked Estep Score: -11733119.000000 Penalty: 5538.533691 Iteration 164Q: 3 clusters Score -1.173312e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34947 members Mstep: Class 2 contains 35767 members Entering Unmasked Estep Score: -11733127.000000 Penalty: 5538.533691 Iteration 165Q: 3 clusters Score -1.173313e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34924 members Mstep: Class 2 contains 35790 members Entering Unmasked Estep Score: -11733151.000000 Penalty: 5538.533691 Iteration 166Q: 3 clusters Score -1.173315e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34882 members Mstep: Class 2 contains 35832 members Entering Unmasked Estep Score: -11733126.000000 Penalty: 5538.533691 Iteration 167Q: 3 clusters Score -1.173313e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34848 members Mstep: Class 2 contains 35866 members Entering Unmasked Estep Score: -11733112.000000 Penalty: 5538.533691 Iteration 168Q: 3 clusters Score -1.173311e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34821 members Mstep: Class 2 contains 35893 members Entering Unmasked Estep Score: -11733122.000000 Penalty: 5538.533691 Iteration 169Q: 3 clusters Score -1.173312e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34798 members Mstep: Class 2 contains 35916 members Entering Unmasked Estep Score: -11733152.000000 Penalty: 5538.533691 Iteration 170Q: 3 clusters Score -1.173315e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34731 members Mstep: Class 2 contains 35983 members Entering Unmasked Estep Score: -11733149.000000 Penalty: 5538.533691 Iteration 171Q: 3 clusters Score -1.173315e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34654 members Mstep: Class 2 contains 36060 members Entering Unmasked Estep Score: -11733172.000000 Penalty: 5538.533691 Iteration 172Q: 3 clusters Score -1.173317e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34574 members Mstep: Class 2 contains 36140 members Entering Unmasked Estep Score: -11733199.000000 Penalty: 5538.533691 Iteration 173Q: 3 clusters Score -1.17332e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34466 members Mstep: Class 2 contains 36248 members Entering Unmasked Estep Score: -11733217.000000 Penalty: 5538.533691 Iteration 174Q: 3 clusters Score -1.173322e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34369 members Mstep: Class 2 contains 36345 members Entering Unmasked Estep Score: -11733222.000000 Penalty: 5538.533691 Iteration 175Q: 3 clusters Score -1.173322e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34254 members Mstep: Class 2 contains 36460 members Entering Unmasked Estep Score: -11733235.000000 Penalty: 5538.533691 Iteration 176Q: 3 clusters Score -1.173324e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34165 members Mstep: Class 2 contains 36549 members Entering Unmasked Estep Score: -11733246.000000 Penalty: 5538.533691 Iteration 177Q: 3 clusters Score -1.173325e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34092 members Mstep: Class 2 contains 36622 members Entering Unmasked Estep Score: -11733265.000000 Penalty: 5538.533691 Iteration 178Q: 3 clusters Score -1.173326e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34029 members Mstep: Class 2 contains 36685 members Entering Unmasked Estep Score: -11733249.000000 Penalty: 5538.533691 Iteration 179Q: 3 clusters Score -1.173325e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33996 members Mstep: Class 2 contains 36718 members Entering Unmasked Estep Score: -11733235.000000 Penalty: 5538.533691 Iteration 180F: 3 clusters Score -1.173324e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33967 members Mstep: Class 2 contains 36747 members Entering Unmasked Estep Score: -11733233.000000 Penalty: 5538.533691 Iteration 181Q: 3 clusters Score -1.173323e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33943 members Mstep: Class 2 contains 36771 members Entering Unmasked Estep Score: -11733263.000000 Penalty: 5538.533691 Iteration 182Q: 3 clusters Score -1.173326e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33917 members Mstep: Class 2 contains 36797 members Entering Unmasked Estep Score: -11733273.000000 Penalty: 5538.533691 Iteration 183Q: 3 clusters Score -1.173327e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33898 members Mstep: Class 2 contains 36816 members Entering Unmasked Estep Score: -11733276.000000 Penalty: 5538.533691 Iteration 184Q: 3 clusters Score -1.173328e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33892 members Mstep: Class 2 contains 36822 members Entering Unmasked Estep Score: -11733283.000000 Penalty: 5538.533691 Iteration 185Q: 3 clusters Score -1.173328e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33870 members Mstep: Class 2 contains 36844 members Entering Unmasked Estep Score: -11733287.000000 Penalty: 5538.533691 Iteration 186Q: 3 clusters Score -1.173329e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33877 members Mstep: Class 2 contains 36837 members Entering Unmasked Estep Score: -11733319.000000 Penalty: 5538.533691 Iteration 187Q: 3 clusters Score -1.173332e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33874 members Mstep: Class 2 contains 36840 members Entering Unmasked Estep Score: -11733340.000000 Penalty: 5538.533691 Iteration 188Q: 3 clusters Score -1.173334e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33864 members Mstep: Class 2 contains 36850 members Entering Unmasked Estep Score: -11733330.000000 Penalty: 5538.533691 Iteration 189Q: 3 clusters Score -1.173333e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33849 members Mstep: Class 2 contains 36865 members Entering Unmasked Estep Score: -11733335.000000 Penalty: 5538.533691 Iteration 190Q: 3 clusters Score -1.173334e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33842 members Mstep: Class 2 contains 36872 members Entering Unmasked Estep Score: -11733317.000000 Penalty: 5538.533691 Iteration 191Q: 3 clusters Score -1.173332e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33832 members Mstep: Class 2 contains 36882 members Entering Unmasked Estep Score: -11733333.000000 Penalty: 5538.533691 Iteration 192Q: 3 clusters Score -1.173333e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33819 members Mstep: Class 2 contains 36895 members Entering Unmasked Estep Score: -11733310.000000 Penalty: 5538.533691 Iteration 193Q: 3 clusters Score -1.173331e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33804 members Mstep: Class 2 contains 36910 members Entering Unmasked Estep Score: -11733319.000000 Penalty: 5538.533691 Iteration 194Q: 3 clusters Score -1.173332e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33796 members Mstep: Class 2 contains 36918 members Entering Unmasked Estep Score: -11733342.000000 Penalty: 5538.533691 Iteration 195Q: 3 clusters Score -1.173334e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33782 members Mstep: Class 2 contains 36932 members Entering Unmasked Estep Score: -11733319.000000 Penalty: 5538.533691 Iteration 196Q: 3 clusters Score -1.173332e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33771 members Mstep: Class 2 contains 36943 members Entering Unmasked Estep Score: -11733323.000000 Penalty: 5538.533691 Iteration 197Q: 3 clusters Score -1.173332e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33764 members Mstep: Class 2 contains 36950 members Entering Unmasked Estep Score: -11733304.000000 Penalty: 5538.533691 Iteration 198Q: 3 clusters Score -1.17333e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33750 members Mstep: Class 2 contains 36964 members Entering Unmasked Estep Score: -11733308.000000 Penalty: 5538.533691 Iteration 199Q: 3 clusters Score -1.173331e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33739 members Mstep: Class 2 contains 36975 members Entering Unmasked Estep Score: -11733297.000000 Penalty: 5538.533691 Iteration 200F: 3 clusters Score -1.17333e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33723 members Mstep: Class 2 contains 36991 members Entering Unmasked Estep Score: -11733305.000000 Penalty: 5538.533691 Iteration 201Q: 3 clusters Score -1.17333e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33718 members Mstep: Class 2 contains 36996 members Entering Unmasked Estep Score: -11733332.000000 Penalty: 5538.533691 Iteration 202Q: 3 clusters Score -1.173333e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33708 members Mstep: Class 2 contains 37006 members Entering Unmasked Estep Score: -11733325.000000 Penalty: 5538.533691 Iteration 203Q: 3 clusters Score -1.173332e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33690 members Mstep: Class 2 contains 37024 members Entering Unmasked Estep Score: -11733315.000000 Penalty: 5538.533691 Iteration 204Q: 3 clusters Score -1.173332e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33667 members Mstep: Class 2 contains 37047 members Entering Unmasked Estep Score: -11733307.000000 Penalty: 5538.533691 Iteration 205Q: 3 clusters Score -1.173331e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33636 members Mstep: Class 2 contains 37078 members Entering Unmasked Estep Score: -11733288.000000 Penalty: 5538.533691 Iteration 206Q: 3 clusters Score -1.173329e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33597 members Mstep: Class 2 contains 37117 members Entering Unmasked Estep Score: -11733306.000000 Penalty: 5538.533691 Iteration 207Q: 3 clusters Score -1.173331e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33570 members Mstep: Class 2 contains 37144 members Entering Unmasked Estep Score: -11733303.000000 Penalty: 5538.533691 Iteration 208Q: 3 clusters Score -1.17333e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33553 members Mstep: Class 2 contains 37161 members Entering Unmasked Estep Score: -11733300.000000 Penalty: 5538.533691 Iteration 209Q: 3 clusters Score -1.17333e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33536 members Mstep: Class 2 contains 37178 members Entering Unmasked Estep Score: -11733303.000000 Penalty: 5538.533691 Iteration 210Q: 3 clusters Score -1.17333e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33524 members Mstep: Class 2 contains 37190 members Entering Unmasked Estep Score: -11733282.000000 Penalty: 5538.533691 Iteration 211Q: 3 clusters Score -1.173328e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33510 members Mstep: Class 2 contains 37204 members Entering Unmasked Estep Score: -11733280.000000 Penalty: 5538.533691 Iteration 212Q: 3 clusters Score -1.173328e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33503 members Mstep: Class 2 contains 37211 members Entering Unmasked Estep Score: -11733288.000000 Penalty: 5538.533691 Iteration 213Q: 3 clusters Score -1.173329e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33496 members Mstep: Class 2 contains 37218 members Entering Unmasked Estep Score: -11733284.000000 Penalty: 5538.533691 Iteration 214Q: 3 clusters Score -1.173328e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33493 members Mstep: Class 2 contains 37221 members Entering Unmasked Estep Score: -11733278.000000 Penalty: 5538.533691 Iteration 215Q: 3 clusters Score -1.173328e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33484 members Mstep: Class 2 contains 37230 members Entering Unmasked Estep Score: -11733280.000000 Penalty: 5538.533691 Iteration 216Q: 3 clusters Score -1.173328e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33481 members Mstep: Class 2 contains 37233 members Entering Unmasked Estep Score: -11733264.000000 Penalty: 5538.533691 Iteration 217Q: 3 clusters Score -1.173326e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33470 members Mstep: Class 2 contains 37244 members Entering Unmasked Estep Score: -11733263.000000 Penalty: 5538.533691 Iteration 218Q: 3 clusters Score -1.173326e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33464 members Mstep: Class 2 contains 37250 members Entering Unmasked Estep Score: -11733258.000000 Penalty: 5538.533691 Iteration 219Q: 3 clusters Score -1.173326e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33460 members Mstep: Class 2 contains 37254 members Entering Unmasked Estep Score: -11733261.000000 Penalty: 5538.533691 Iteration 220F: 3 clusters Score -1.173326e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33454 members Mstep: Class 2 contains 37260 members Entering Unmasked Estep Score: -11733256.000000 Penalty: 5538.533691 Iteration 221Q: 3 clusters Score -1.173326e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33446 members Mstep: Class 2 contains 37268 members Entering Unmasked Estep Score: -11733270.000000 Penalty: 5538.533691 Iteration 222Q: 3 clusters Score -1.173327e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33444 members Mstep: Class 2 contains 37270 members Entering Unmasked Estep Score: -11733261.000000 Penalty: 5538.533691 Iteration 223Q: 3 clusters Score -1.173326e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33442 members Mstep: Class 2 contains 37272 members Entering Unmasked Estep Score: -11733269.000000 Penalty: 5538.533691 Iteration 224Q: 3 clusters Score -1.173327e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33442 members Mstep: Class 2 contains 37272 members Entering Unmasked Estep Score: -11733269.000000 Penalty: 5538.533691 Iteration 225Q: 3 clusters Score -1.173327e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33437 members Mstep: Class 2 contains 37277 members Entering Unmasked Estep Score: -11733274.000000 Penalty: 5538.533691 Iteration 226Q: 3 clusters Score -1.173327e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33439 members Mstep: Class 2 contains 37275 members Entering Unmasked Estep Score: -11733271.000000 Penalty: 5538.533691 Iteration 227Q: 3 clusters Score -1.173327e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33439 members Mstep: Class 2 contains 37275 members Entering Unmasked Estep Score: -11733270.000000 Penalty: 5538.533691 Iteration 228Q: 3 clusters Score -1.173327e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33435 members Mstep: Class 2 contains 37279 members Entering Unmasked Estep Score: -11733270.000000 Penalty: 5538.533691 Iteration 229Q: 3 clusters Score -1.173327e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33440 members Mstep: Class 2 contains 37274 members Entering Unmasked Estep Score: -11733255.000000 Penalty: 5538.533691 Iteration 230Q: 3 clusters Score -1.173326e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33450 members Mstep: Class 2 contains 37264 members Entering Unmasked Estep Score: -11733263.000000 Penalty: 5538.533691 Iteration 231Q: 3 clusters Score -1.173326e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33454 members Mstep: Class 2 contains 37260 members Entering Unmasked Estep Score: -11733278.000000 Penalty: 5538.533691 Iteration 232Q: 3 clusters Score -1.173328e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33460 members Mstep: Class 2 contains 37254 members Entering Unmasked Estep Score: -11733269.000000 Penalty: 5538.533691 Iteration 233Q: 3 clusters Score -1.173327e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33463 members Mstep: Class 2 contains 37251 members Entering Unmasked Estep Score: -11733274.000000 Penalty: 5538.533691 Iteration 234Q: 3 clusters Score -1.173327e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33458 members Mstep: Class 2 contains 37256 members Entering Unmasked Estep Score: -11733267.000000 Penalty: 5538.533691 Iteration 235Q: 3 clusters Score -1.173327e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33473 members Mstep: Class 2 contains 37241 members Entering Unmasked Estep Score: -11733273.000000 Penalty: 5538.533691 Iteration 236Q: 3 clusters Score -1.173327e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33476 members Mstep: Class 2 contains 37238 members Entering Unmasked Estep Score: -11733266.000000 Penalty: 5538.533691 Iteration 237Q: 3 clusters Score -1.173327e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33480 members Mstep: Class 2 contains 37234 members Entering Unmasked Estep Score: -11733263.000000 Penalty: 5538.533691 Iteration 238Q: 3 clusters Score -1.173326e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33480 members Mstep: Class 2 contains 37234 members Entering Unmasked Estep Score: -11733273.000000 Penalty: 5538.533691 Iteration 239Q: 3 clusters Score -1.173327e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33484 members Mstep: Class 2 contains 37230 members Entering Unmasked Estep Score: -11733276.000000 Penalty: 5538.533691 Iteration 240F: 3 clusters Score -1.173328e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33490 members Mstep: Class 2 contains 37224 members Entering Unmasked Estep Score: -11733263.000000 Penalty: 5538.533691 Iteration 241Q: 3 clusters Score -1.173326e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33489 members Mstep: Class 2 contains 37225 members Entering Unmasked Estep Score: -11733256.000000 Penalty: 5538.533691 Iteration 242Q: 3 clusters Score -1.173326e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33482 members Mstep: Class 2 contains 37232 members Entering Unmasked Estep Score: -11733265.000000 Penalty: 5538.533691 Iteration 243Q: 3 clusters Score -1.173326e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33487 members Mstep: Class 2 contains 37227 members Entering Unmasked Estep Score: -11733273.000000 Penalty: 5538.533691 Iteration 244Q: 3 clusters Score -1.173327e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33488 members Mstep: Class 2 contains 37226 members Entering Unmasked Estep Score: -11733261.000000 Penalty: 5538.533691 Iteration 245Q: 3 clusters Score -1.173326e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33493 members Mstep: Class 2 contains 37221 members Entering Unmasked Estep Score: -11733276.000000 Penalty: 5538.533691 Iteration 246Q: 3 clusters Score -1.173328e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33499 members Mstep: Class 2 contains 37215 members Entering Unmasked Estep Score: -11733284.000000 Penalty: 5538.533691 Iteration 247Q: 3 clusters Score -1.173328e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33506 members Mstep: Class 2 contains 37208 members Entering Unmasked Estep Score: -11733282.000000 Penalty: 5538.533691 Iteration 248Q: 3 clusters Score -1.173328e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33511 members Mstep: Class 2 contains 37203 members Entering Unmasked Estep Score: -11733272.000000 Penalty: 5538.533691 Iteration 249Q: 3 clusters Score -1.173327e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33512 members Mstep: Class 2 contains 37202 members Entering Unmasked Estep Score: -11733276.000000 Penalty: 5538.533691 Iteration 250Q: 3 clusters Score -1.173328e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33507 members Mstep: Class 2 contains 37207 members Entering Unmasked Estep Score: -11733270.000000 Penalty: 5538.533691 Iteration 251Q: 3 clusters Score -1.173327e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33507 members Mstep: Class 2 contains 37207 members Entering Unmasked Estep Score: -11733257.000000 Penalty: 5538.533691 Iteration 252Q: 3 clusters Score -1.173326e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33506 members Mstep: Class 2 contains 37208 members Entering Unmasked Estep Score: -11733257.000000 Penalty: 5538.533691 Iteration 253Q: 3 clusters Score -1.173326e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33500 members Mstep: Class 2 contains 37214 members Entering Unmasked Estep Score: -11733257.000000 Penalty: 5538.533691 Iteration 254Q: 3 clusters Score -1.173326e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33500 members Mstep: Class 2 contains 37214 members Entering Unmasked Estep Score: -11733248.000000 Penalty: 5538.533691 Iteration 255Q: 3 clusters Score -1.173325e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33502 members Mstep: Class 2 contains 37212 members Entering Unmasked Estep Score: -11733240.000000 Penalty: 5538.533691 Iteration 256Q: 3 clusters Score -1.173324e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33499 members Mstep: Class 2 contains 37215 members Entering Unmasked Estep Score: -11733243.000000 Penalty: 5538.533691 Iteration 257Q: 3 clusters Score -1.173324e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33496 members Mstep: Class 2 contains 37218 members Entering Unmasked Estep Score: -11733248.000000 Penalty: 5538.533691 Iteration 258Q: 3 clusters Score -1.173325e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33491 members Mstep: Class 2 contains 37223 members Entering Unmasked Estep Score: -11733242.000000 Penalty: 5538.533691 Iteration 259Q: 3 clusters Score -1.173324e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33489 members Mstep: Class 2 contains 37225 members Entering Unmasked Estep Score: -11733247.000000 Penalty: 5538.533691 Iteration 260F: 3 clusters Score -1.173325e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33482 members Mstep: Class 2 contains 37232 members Entering Unmasked Estep Score: -11733248.000000 Penalty: 5538.533691 Iteration 261Q: 3 clusters Score -1.173325e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33476 members Mstep: Class 2 contains 37238 members Entering Unmasked Estep Score: -11733239.000000 Penalty: 5538.533691 Iteration 262Q: 3 clusters Score -1.173324e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33478 members Mstep: Class 2 contains 37236 members Entering Unmasked Estep Score: -11733249.000000 Penalty: 5538.533691 Iteration 263Q: 3 clusters Score -1.173325e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33477 members Mstep: Class 2 contains 37237 members Entering Unmasked Estep Score: -11733245.000000 Penalty: 5538.533691 Iteration 264Q: 3 clusters Score -1.173324e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33475 members Mstep: Class 2 contains 37239 members Entering Unmasked Estep Score: -11733255.000000 Penalty: 5538.533691 Iteration 265Q: 3 clusters Score -1.173326e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33470 members Mstep: Class 2 contains 37244 members Entering Unmasked Estep Score: -11733256.000000 Penalty: 5538.533691 Iteration 266Q: 3 clusters Score -1.173326e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33465 members Mstep: Class 2 contains 37249 members Entering Unmasked Estep Score: -11733262.000000 Penalty: 5538.533691 Iteration 267Q: 3 clusters Score -1.173326e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33463 members Mstep: Class 2 contains 37251 members Entering Unmasked Estep Score: -11733262.000000 Penalty: 5538.533691 Iteration 268Q: 3 clusters Score -1.173326e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33462 members Mstep: Class 2 contains 37252 members Entering Unmasked Estep Score: -11733273.000000 Penalty: 5538.533691 Iteration 269Q: 3 clusters Score -1.173327e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33463 members Mstep: Class 2 contains 37251 members Entering Unmasked Estep Score: -11733267.000000 Penalty: 5538.533691 Iteration 270Q: 3 clusters Score -1.173327e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33460 members Mstep: Class 2 contains 37254 members Entering Unmasked Estep Score: -11733256.000000 Penalty: 5538.533691 Iteration 271Q: 3 clusters Score -1.173326e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33458 members Mstep: Class 2 contains 37256 members Entering Unmasked Estep Score: -11733262.000000 Penalty: 5538.533691 Iteration 272Q: 3 clusters Score -1.173326e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33460 members Mstep: Class 2 contains 37254 members Entering Unmasked Estep Score: -11733277.000000 Penalty: 5538.533691 Iteration 273Q: 3 clusters Score -1.173328e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33458 members Mstep: Class 2 contains 37256 members Entering Unmasked Estep Score: -11733280.000000 Penalty: 5538.533691 Iteration 274Q: 3 clusters Score -1.173328e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33461 members Mstep: Class 2 contains 37253 members Entering Unmasked Estep Score: -11733276.000000 Penalty: 5538.533691 Iteration 275Q: 3 clusters Score -1.173328e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33461 members Mstep: Class 2 contains 37253 members Entering Unmasked Estep Score: -11733277.000000 Penalty: 5538.533691 Iteration 276Q: 3 clusters Score -1.173328e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33461 members Mstep: Class 2 contains 37253 members Entering Unmasked Estep Score: -11733265.000000 Penalty: 5538.533691 Iteration 277Q: 3 clusters Score -1.173326e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33461 members Mstep: Class 2 contains 37253 members Entering Unmasked Estep Score: -11733271.000000 Penalty: 5538.533691 Iteration 278Q: 3 clusters Score -1.173327e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33459 members Mstep: Class 2 contains 37255 members Entering Unmasked Estep Score: -11733260.000000 Penalty: 5538.533691 Iteration 279Q: 3 clusters Score -1.173326e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33460 members Mstep: Class 2 contains 37254 members Entering Unmasked Estep Score: -11733263.000000 Penalty: 5538.533691 Iteration 280F: 3 clusters Score -1.173326e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33459 members Mstep: Class 2 contains 37255 members Entering Unmasked Estep Score: -11733264.000000 Penalty: 5538.533691 Iteration 281Q: 3 clusters Score -1.173326e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33458 members Mstep: Class 2 contains 37256 members Entering Unmasked Estep Score: -11733255.000000 Penalty: 5538.533691 Iteration 282Q: 3 clusters Score -1.173326e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33458 members Mstep: Class 2 contains 37256 members Entering Unmasked Estep Score: -11733255.000000 Penalty: 5538.533691 Iteration 283F: 3 clusters Score -1.173326e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 31281 members Mstep: Class 4 contains 57657 members Mstep: Class 5 contains 779 members Mstep: Class 6 contains 344 members Mstep: Class 7 contains 744 members Mstep: Class 8 contains 993 members Mstep: Class 9 contains 34387 members Mstep: Class 10 contains 13349 members Mstep: Class 11 contains 847 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 742 members Mstep: Class 14 contains 4381 members Mstep: Class 15 contains 33458 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 4089 members Mstep: Class 18 contains 5855 members Mstep: Class 19 contains 3747 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 204 members Mstep: Class 22 contains 37256 members Entering Unmasked Estep Score: -37720964.000000 Penalty: 67495.492188 Splitting cluster 15 changes total score from -37704836.000000 to -37720964.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 16 (810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Entering Unmasked Estep Score: -96890.031250 Penalty: 1660.864502 Iteration 0F: 2 clusters Score -96890.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -95271.531250 Penalty: 3321.729004 Iteration 0F: 3 clusters Score -95271.53 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -96160.304688 Penalty: 3321.729004 Iteration 1F: 3 clusters Score -96160.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -97168.468750 Penalty: 3321.729004 Iteration 2F: 3 clusters Score -97168.47 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -98053.000000 Penalty: 3321.729004 Iteration 3F: 3 clusters Score -98053 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -98638.445312 Penalty: 3321.729004 Iteration 4Q: 3 clusters Score -98638.45 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -99079.062500 Penalty: 3321.729004 Iteration 5Q: 3 clusters Score -99079.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -99263.867188 Penalty: 3321.729004 Iteration 6Q: 3 clusters Score -99263.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -99324.984375 Penalty: 3321.729004 Iteration 7Q: 3 clusters Score -99324.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -99349.898438 Penalty: 3321.729004 Iteration 8Q: 3 clusters Score -99349.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -99359.882812 Penalty: 3321.729004 Iteration 9Q: 3 clusters Score -99359.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -99363.460938 Penalty: 3321.729004 Iteration 10Q: 3 clusters Score -99363.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -99365.007812 Penalty: 3321.729004 Iteration 11Q: 3 clusters Score -99365.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -99383.648438 Penalty: 3321.729004 Iteration 12F: 3 clusters Score -99383.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -99410.250000 Penalty: 3321.729004 Iteration 13Q: 3 clusters Score -99410.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -99415.039062 Penalty: 3321.729004 Iteration 14Q: 3 clusters Score -99415.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -99419.062500 Penalty: 3321.729004 Iteration 15Q: 3 clusters Score -99419.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -99421.281250 Penalty: 3321.729004 Iteration 16Q: 3 clusters Score -99421.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -99426.109375 Penalty: 3321.729004 Iteration 17F: 3 clusters Score -99426.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -99481.523438 Penalty: 3321.729004 Iteration 18Q: 3 clusters Score -99481.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -99520.320312 Penalty: 3321.729004 Iteration 19Q: 3 clusters Score -99520.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -99532.484375 Penalty: 3321.729004 Iteration 20F: 3 clusters Score -99532.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -99539.460938 Penalty: 3321.729004 Iteration 21Q: 3 clusters Score -99539.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -99541.632812 Penalty: 3321.729004 Iteration 22Q: 3 clusters Score -99541.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -99541.632812 Penalty: 3321.729004 Iteration 23F: 3 clusters Score -99541.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 31281 members Mstep: Class 4 contains 57657 members Mstep: Class 5 contains 779 members Mstep: Class 6 contains 344 members Mstep: Class 7 contains 744 members Mstep: Class 8 contains 993 members Mstep: Class 9 contains 34387 members Mstep: Class 10 contains 13349 members Mstep: Class 11 contains 847 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 742 members Mstep: Class 14 contains 4381 members Mstep: Class 15 contains 33458 members Mstep: Class 16 contains 524 members Mstep: Class 17 contains 4089 members Mstep: Class 18 contains 5855 members Mstep: Class 19 contains 3747 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 204 members Mstep: Class 22 contains 37256 members Mstep: Class 23 contains 286 members Entering Unmasked Estep Score: -37722232.000000 Penalty: 70563.476562 Splitting cluster 16 changes total score from -37704836.000000 to -37722232.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 17 (4089 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Entering Unmasked Estep Score: -672740.500000 Penalty: 2062.381836 Iteration 0F: 2 clusters Score -672740.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -668859.312500 Penalty: 4124.763672 Iteration 0F: 3 clusters Score -668859.3 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -669764.375000 Penalty: 4124.763672 Iteration 1F: 3 clusters Score -669764.4 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -669980.375000 Penalty: 4124.763672 Iteration 2F: 3 clusters Score -669980.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -670104.437500 Penalty: 4124.763672 Iteration 3F: 3 clusters Score -670104.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -670208.812500 Penalty: 4124.763672 Iteration 4Q: 3 clusters Score -670208.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -670313.875000 Penalty: 4124.763672 Iteration 5Q: 3 clusters Score -670313.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -670414.000000 Penalty: 4124.763672 Iteration 6Q: 3 clusters Score -670414 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -670507.875000 Penalty: 4124.763672 Iteration 7Q: 3 clusters Score -670507.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -670619.500000 Penalty: 4124.763672 Iteration 8Q: 3 clusters Score -670619.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -670732.812500 Penalty: 4124.763672 Iteration 9Q: 3 clusters Score -670732.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -670807.437500 Penalty: 4124.763672 Iteration 10Q: 3 clusters Score -670807.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -670874.812500 Penalty: 4124.763672 Iteration 11Q: 3 clusters Score -670874.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -670940.750000 Penalty: 4124.763672 Iteration 12Q: 3 clusters Score -670940.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -671014.812500 Penalty: 4124.763672 Iteration 13Q: 3 clusters Score -671014.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -671065.875000 Penalty: 4124.763672 Iteration 14Q: 3 clusters Score -671065.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -671105.437500 Penalty: 4124.763672 Iteration 15Q: 3 clusters Score -671105.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -671147.437500 Penalty: 4124.763672 Iteration 16Q: 3 clusters Score -671147.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -671191.250000 Penalty: 4124.763672 Iteration 17Q: 3 clusters Score -671191.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -671237.750000 Penalty: 4124.763672 Iteration 18Q: 3 clusters Score -671237.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -671267.125000 Penalty: 4124.763672 Iteration 19Q: 3 clusters Score -671267.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -671282.375000 Penalty: 4124.763672 Iteration 20F: 3 clusters Score -671282.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -671293.437500 Penalty: 4124.763672 Iteration 21Q: 3 clusters Score -671293.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -671301.812500 Penalty: 4124.763672 Iteration 22Q: 3 clusters Score -671301.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -671306.125000 Penalty: 4124.763672 Iteration 23Q: 3 clusters Score -671306.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -671313.812500 Penalty: 4124.763672 Iteration 24Q: 3 clusters Score -671313.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -671314.937500 Penalty: 4124.763672 Iteration 25Q: 3 clusters Score -671314.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -671318.562500 Penalty: 4124.763672 Iteration 26Q: 3 clusters Score -671318.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -671318.000000 Penalty: 4124.763672 Iteration 27Q: 3 clusters Score -671318 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -671319.625000 Penalty: 4124.763672 Iteration 28Q: 3 clusters Score -671319.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -671318.187500 Penalty: 4124.763672 Iteration 29Q: 3 clusters Score -671318.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -671318.187500 Penalty: 4124.763672 Iteration 30F: 3 clusters Score -671318.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Entering Unmasked Estep Score: -905790.187500 Penalty: 2151.412842 Iteration 0F: 2 clusters Score -905790.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -900773.375000 Penalty: 4302.825684 Iteration 0F: 3 clusters Score -900773.4 nChanged 2297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -902376.500000 Penalty: 4302.825684 Iteration 1F: 3 clusters Score -902376.5 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -903278.437500 Penalty: 4302.825684 Iteration 2F: 3 clusters Score -903278.4 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -904204.062500 Penalty: 4302.825684 Iteration 3F: 3 clusters Score -904204.1 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -904894.750000 Penalty: 4302.825684 Iteration 4F: 3 clusters Score -904894.8 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -905368.625000 Penalty: 4302.825684 Iteration 5F: 3 clusters Score -905368.6 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -905663.625000 Penalty: 4302.825684 Iteration 6F: 3 clusters Score -905663.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -905817.312500 Penalty: 4302.825684 Iteration 7Q: 3 clusters Score -905817.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -905894.062500 Penalty: 4302.825684 Iteration 8Q: 3 clusters Score -905894.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -905933.250000 Penalty: 4302.825684 Iteration 9Q: 3 clusters Score -905933.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -905962.312500 Penalty: 4302.825684 Iteration 10Q: 3 clusters Score -905962.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -905976.312500 Penalty: 4302.825684 Iteration 11Q: 3 clusters Score -905976.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -905989.500000 Penalty: 4302.825684 Iteration 12Q: 3 clusters Score -905989.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -905994.812500 Penalty: 4302.825684 Iteration 13Q: 3 clusters Score -905994.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -905997.250000 Penalty: 4302.825684 Iteration 14Q: 3 clusters Score -905997.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -905998.750000 Penalty: 4302.825684 Iteration 15Q: 3 clusters Score -905998.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -906002.437500 Penalty: 4302.825684 Iteration 16Q: 3 clusters Score -906002.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -906006.187500 Penalty: 4302.825684 Iteration 17Q: 3 clusters Score -906006.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -906006.750000 Penalty: 4302.825684 Iteration 18Q: 3 clusters Score -906006.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -906008.625000 Penalty: 4302.825684 Iteration 19Q: 3 clusters Score -906008.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -906009.000000 Penalty: 4302.825684 Iteration 20F: 3 clusters Score -906009 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -906008.937500 Penalty: 4302.825684 Iteration 21Q: 3 clusters Score -906008.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -906009.625000 Penalty: 4302.825684 Iteration 22Q: 3 clusters Score -906009.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -906010.000000 Penalty: 4302.825684 Iteration 23Q: 3 clusters Score -906010 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -906010.562500 Penalty: 4302.825684 Iteration 24Q: 3 clusters Score -906010.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -906008.500000 Penalty: 4302.825684 Iteration 25Q: 3 clusters Score -906008.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -906009.312500 Penalty: 4302.825684 Iteration 26Q: 3 clusters Score -906009.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -906009.312500 Penalty: 4302.825684 Iteration 27F: 3 clusters Score -906009.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 31281 members Mstep: Class 4 contains 57657 members Mstep: Class 5 contains 779 members Mstep: Class 6 contains 344 members Mstep: Class 7 contains 744 members Mstep: Class 8 contains 993 members Mstep: Class 9 contains 34387 members Mstep: Class 10 contains 13349 members Mstep: Class 11 contains 847 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 742 members Mstep: Class 14 contains 4381 members Mstep: Class 15 contains 33458 members Mstep: Class 16 contains 524 members Mstep: Class 17 contains 4089 members Mstep: Class 18 contains 4081 members Mstep: Class 19 contains 3747 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 204 members Mstep: Class 22 contains 37256 members Mstep: Class 23 contains 286 members Mstep: Class 24 contains 1774 members Entering Unmasked Estep Score: -37721560.000000 Penalty: 73631.453125 Splitting cluster 18 changes total score from -37704836.000000 to -37721560.000000 So it's getting split into cluster 24. Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 31281 members Mstep: Class 5 contains 779 members Mstep: Class 6 contains 344 members Mstep: Class 8 contains 993 members Mstep: Class 9 contains 34387 members Mstep: Class 10 contains 13349 members Mstep: Class 11 contains 847 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 742 members Mstep: Class 15 contains 33458 members Mstep: Class 16 contains 524 members Mstep: Class 17 contains 4089 members Mstep: Class 18 contains 4081 members Entering Unmasked Estep ConsiderDeletion Score: -37725952.000000 Penalty: 73631.453125 Iteration 39Q: 25 clusters Score -3.772595e+07 nChanged 6771 Entering Unmasked Mstep Mstep: Class 0 contains 223 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 279 members Mstep: Class 3 contains 30695 members Mstep: Class 4 contains 55417 members Mstep: Class 5 contains 747 members Mstep: Class 6 contains 349 members Mstep: Class 7 contains 744 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 34601 members Mstep: Class 10 contains 13254 members Mstep: Class 11 contains 818 members Mstep: Class 12 contains 350 members Mstep: Class 13 contains 779 members Mstep: Class 14 contains 4312 members Mstep: Class 15 contains 34560 members Mstep: Class 16 contains 532 members Mstep: Class 17 contains 4084 members Mstep: Class 18 contains 4709 members Mstep: Class 19 contains 3790 members Mstep: Class 20 contains 401 members Mstep: Class 21 contains 198 members Mstep: Class 22 contains 37996 members Mstep: Class 23 contains 281 members Mstep: Class 24 contains 1659 members Entering Unmasked Estep ConsiderDeletion Score: -37730492.000000 Penalty: 73631.453125 Iteration 40F: 25 clusters Score -3.773049e+07 nChanged 4582 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 30166 members Mstep: Class 4 contains 54973 members Mstep: Class 5 contains 656 members Mstep: Class 6 contains 353 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 1076 members Mstep: Class 9 contains 34331 members Mstep: Class 10 contains 12840 members Mstep: Class 11 contains 794 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 775 members Mstep: Class 14 contains 4423 members Mstep: Class 15 contains 35172 members Mstep: Class 16 contains 538 members Mstep: Class 17 contains 4052 members Mstep: Class 18 contains 5123 members Mstep: Class 19 contains 3822 members Mstep: Class 20 contains 396 members Mstep: Class 21 contains 213 members Mstep: Class 22 contains 38403 members Mstep: Class 23 contains 276 members Mstep: Class 24 contains 1779 members Entering Unmasked Estep ConsiderDeletion Score: -37732744.000000 Penalty: 73631.453125 Iteration 41Q: 25 clusters Score -3.773274e+07 nChanged 2813 Entering Unmasked Mstep Mstep: Class 0 contains 216 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 266 members Mstep: Class 3 contains 29875 members Mstep: Class 4 contains 54576 members Mstep: Class 5 contains 622 members Mstep: Class 6 contains 353 members Mstep: Class 7 contains 746 members Mstep: Class 8 contains 1076 members Mstep: Class 9 contains 34087 members Mstep: Class 10 contains 12562 members Mstep: Class 11 contains 781 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 761 members Mstep: Class 14 contains 4440 members Mstep: Class 15 contains 35710 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 4021 members Mstep: Class 18 contains 5416 members Mstep: Class 19 contains 3845 members Mstep: Class 20 contains 395 members Mstep: Class 21 contains 226 members Mstep: Class 22 contains 38694 members Mstep: Class 23 contains 274 members Mstep: Class 24 contains 1838 members Entering Unmasked Estep ConsiderDeletion Score: -37733976.000000 Penalty: 73631.453125 Iteration 42Q: 25 clusters Score -3.773398e+07 nChanged 2125 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29681 members Mstep: Class 4 contains 54256 members Mstep: Class 5 contains 607 members Mstep: Class 6 contains 356 members Mstep: Class 7 contains 747 members Mstep: Class 8 contains 1076 members Mstep: Class 9 contains 33870 members Mstep: Class 10 contains 12366 members Mstep: Class 11 contains 780 members Mstep: Class 12 contains 340 members Mstep: Class 13 contains 746 members Mstep: Class 14 contains 4441 members Mstep: Class 15 contains 36160 members Mstep: Class 16 contains 548 members Mstep: Class 17 contains 4003 members Mstep: Class 18 contains 5624 members Mstep: Class 19 contains 3873 members Mstep: Class 20 contains 395 members Mstep: Class 21 contains 232 members Mstep: Class 22 contains 38885 members Mstep: Class 23 contains 270 members Mstep: Class 24 contains 1872 members Entering Unmasked Estep ConsiderDeletion Score: -37734596.000000 Penalty: 73631.453125 Iteration 43Q: 25 clusters Score -3.77346e+07 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29569 members Mstep: Class 4 contains 53980 members Mstep: Class 5 contains 600 members Mstep: Class 6 contains 355 members Mstep: Class 7 contains 751 members Mstep: Class 8 contains 1080 members Mstep: Class 9 contains 33691 members Mstep: Class 10 contains 12190 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 336 members Mstep: Class 13 contains 742 members Mstep: Class 14 contains 4433 members Mstep: Class 15 contains 36583 members Mstep: Class 16 contains 551 members Mstep: Class 17 contains 3984 members Mstep: Class 18 contains 5737 members Mstep: Class 19 contains 3901 members Mstep: Class 20 contains 396 members Mstep: Class 21 contains 232 members Mstep: Class 22 contains 38995 members Mstep: Class 23 contains 267 members Mstep: Class 24 contains 1905 members Entering Unmasked Estep ConsiderDeletion Score: -37735016.000000 Penalty: 73631.453125 Iteration 44Q: 25 clusters Score -3.773502e+07 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29482 members Mstep: Class 4 contains 53772 members Mstep: Class 5 contains 596 members Mstep: Class 6 contains 356 members Mstep: Class 7 contains 755 members Mstep: Class 8 contains 1078 members Mstep: Class 9 contains 33521 members Mstep: Class 10 contains 12026 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 335 members Mstep: Class 13 contains 740 members Mstep: Class 14 contains 4433 members Mstep: Class 15 contains 36955 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3975 members Mstep: Class 18 contains 5827 members Mstep: Class 19 contains 3927 members Mstep: Class 20 contains 396 members Mstep: Class 21 contains 233 members Mstep: Class 22 contains 39067 members Mstep: Class 23 contains 262 members Mstep: Class 24 contains 1920 members Entering Unmasked Estep ConsiderDeletion Score: -37735180.000000 Penalty: 73631.453125 Iteration 45Q: 25 clusters Score -3.773518e+07 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29455 members Mstep: Class 4 contains 53581 members Mstep: Class 5 contains 595 members Mstep: Class 6 contains 357 members Mstep: Class 7 contains 757 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 33346 members Mstep: Class 10 contains 11878 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 337 members Mstep: Class 13 contains 737 members Mstep: Class 14 contains 4427 members Mstep: Class 15 contains 37281 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3970 members Mstep: Class 18 contains 5893 members Mstep: Class 19 contains 3952 members Mstep: Class 20 contains 394 members Mstep: Class 21 contains 232 members Mstep: Class 22 contains 39130 members Mstep: Class 23 contains 259 members Mstep: Class 24 contains 1931 members Entering Unmasked Estep ConsiderDeletion Score: -37735524.000000 Penalty: 73631.453125 Iteration 46Q: 25 clusters Score -3.773552e+07 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29436 members Mstep: Class 4 contains 53392 members Mstep: Class 5 contains 594 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 757 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 33210 members Mstep: Class 10 contains 11768 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 340 members Mstep: Class 13 contains 737 members Mstep: Class 14 contains 4422 members Mstep: Class 15 contains 37535 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3965 members Mstep: Class 18 contains 5942 members Mstep: Class 19 contains 3965 members Mstep: Class 20 contains 391 members Mstep: Class 21 contains 233 members Mstep: Class 22 contains 39226 members Mstep: Class 23 contains 257 members Mstep: Class 24 contains 1938 members Entering Unmasked Estep ConsiderDeletion Score: -37735788.000000 Penalty: 73631.453125 Iteration 47Q: 25 clusters Score -3.773579e+07 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29430 members Mstep: Class 4 contains 53234 members Mstep: Class 5 contains 592 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 757 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 33088 members Mstep: Class 10 contains 11664 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 737 members Mstep: Class 14 contains 4418 members Mstep: Class 15 contains 37755 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3963 members Mstep: Class 18 contains 5984 members Mstep: Class 19 contains 3971 members Mstep: Class 20 contains 388 members Mstep: Class 21 contains 234 members Mstep: Class 22 contains 39309 members Mstep: Class 23 contains 257 members Mstep: Class 24 contains 1945 members Entering Unmasked Estep ConsiderDeletion Score: -37735872.000000 Penalty: 73631.453125 Iteration 48Q: 25 clusters Score -3.773587e+07 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29436 members Mstep: Class 4 contains 53085 members Mstep: Class 5 contains 591 members Mstep: Class 6 contains 361 members Mstep: Class 7 contains 755 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 32966 members Mstep: Class 10 contains 11586 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 737 members Mstep: Class 14 contains 4414 members Mstep: Class 15 contains 37961 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3957 members Mstep: Class 18 contains 6016 members Mstep: Class 19 contains 3980 members Mstep: Class 20 contains 386 members Mstep: Class 21 contains 235 members Mstep: Class 22 contains 39364 members Mstep: Class 23 contains 257 members Mstep: Class 24 contains 1949 members Entering Unmasked Estep ConsiderDeletion Score: -37735888.000000 Penalty: 73631.453125 Iteration 49Q: 25 clusters Score -3.773589e+07 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29443 members Mstep: Class 4 contains 52922 members Mstep: Class 5 contains 590 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 757 members Mstep: Class 8 contains 1078 members Mstep: Class 9 contains 32863 members Mstep: Class 10 contains 11539 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 737 members Mstep: Class 14 contains 4412 members Mstep: Class 15 contains 38167 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3955 members Mstep: Class 18 contains 6039 members Mstep: Class 19 contains 3987 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 235 members Mstep: Class 22 contains 39398 members Mstep: Class 23 contains 257 members Mstep: Class 24 contains 1950 members Entering Unmasked Estep ConsiderDeletion Score: -37736036.000000 Penalty: 73631.453125 Iteration 50Q: 25 clusters Score -3.773604e+07 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29450 members Mstep: Class 4 contains 52748 members Mstep: Class 5 contains 590 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 757 members Mstep: Class 8 contains 1078 members Mstep: Class 9 contains 32775 members Mstep: Class 10 contains 11506 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 349 members Mstep: Class 13 contains 738 members Mstep: Class 14 contains 4412 members Mstep: Class 15 contains 38364 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3951 members Mstep: Class 18 contains 6059 members Mstep: Class 19 contains 3991 members Mstep: Class 20 contains 382 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 39422 members Mstep: Class 23 contains 257 members Mstep: Class 24 contains 1950 members Entering Unmasked Estep ConsiderDeletion Score: -37736268.000000 Penalty: 73631.453125 Iteration 51Q: 25 clusters Score -3.773627e+07 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29472 members Mstep: Class 4 contains 52599 members Mstep: Class 5 contains 592 members Mstep: Class 6 contains 360 members Mstep: Class 7 contains 756 members Mstep: Class 8 contains 1078 members Mstep: Class 9 contains 32692 members Mstep: Class 10 contains 11468 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 738 members Mstep: Class 14 contains 4411 members Mstep: Class 15 contains 38541 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3946 members Mstep: Class 18 contains 6068 members Mstep: Class 19 contains 4003 members Mstep: Class 20 contains 380 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 39448 members Mstep: Class 23 contains 257 members Mstep: Class 24 contains 1953 members Entering Unmasked Estep ConsiderDeletion Score: -37736396.000000 Penalty: 73631.453125 Iteration 52Q: 25 clusters Score -3.77364e+07 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29494 members Mstep: Class 4 contains 52456 members Mstep: Class 5 contains 592 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 757 members Mstep: Class 8 contains 1078 members Mstep: Class 9 contains 32628 members Mstep: Class 10 contains 11421 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 353 members Mstep: Class 13 contains 738 members Mstep: Class 14 contains 4410 members Mstep: Class 15 contains 38703 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3942 members Mstep: Class 18 contains 6071 members Mstep: Class 19 contains 4012 members Mstep: Class 20 contains 378 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 39478 members Mstep: Class 23 contains 257 members Mstep: Class 24 contains 1955 members Entering Unmasked Estep ConsiderDeletion Score: -37736472.000000 Penalty: 73631.453125 Iteration 53Q: 25 clusters Score -3.773647e+07 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29510 members Mstep: Class 4 contains 52341 members Mstep: Class 5 contains 593 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 758 members Mstep: Class 8 contains 1078 members Mstep: Class 9 contains 32572 members Mstep: Class 10 contains 11384 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 738 members Mstep: Class 14 contains 4412 members Mstep: Class 15 contains 38808 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3937 members Mstep: Class 18 contains 6076 members Mstep: Class 19 contains 4016 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 39548 members Mstep: Class 23 contains 258 members Mstep: Class 24 contains 1957 members Entering Unmasked Estep ConsiderDeletion Score: -37736516.000000 Penalty: 73631.453125 Iteration 54Q: 25 clusters Score -3.773652e+07 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29521 members Mstep: Class 4 contains 52234 members Mstep: Class 5 contains 593 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 758 members Mstep: Class 8 contains 1077 members Mstep: Class 9 contains 32513 members Mstep: Class 10 contains 11348 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 738 members Mstep: Class 14 contains 4413 members Mstep: Class 15 contains 38904 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3935 members Mstep: Class 18 contains 6083 members Mstep: Class 19 contains 4014 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 39618 members Mstep: Class 23 contains 258 members Mstep: Class 24 contains 1958 members Entering Unmasked Estep ConsiderDeletion Score: -37736592.000000 Penalty: 73631.453125 Iteration 55Q: 25 clusters Score -3.773659e+07 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29528 members Mstep: Class 4 contains 52138 members Mstep: Class 5 contains 593 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 758 members Mstep: Class 8 contains 1076 members Mstep: Class 9 contains 32455 members Mstep: Class 10 contains 11327 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 738 members Mstep: Class 14 contains 4414 members Mstep: Class 15 contains 38973 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3934 members Mstep: Class 18 contains 6084 members Mstep: Class 19 contains 4015 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 39693 members Mstep: Class 23 contains 258 members Mstep: Class 24 contains 1962 members Entering Unmasked Estep ConsiderDeletion Score: -37736636.000000 Penalty: 73631.453125 Iteration 56Q: 25 clusters Score -3.773664e+07 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29530 members Mstep: Class 4 contains 52025 members Mstep: Class 5 contains 593 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 758 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 32412 members Mstep: Class 10 contains 11308 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 738 members Mstep: Class 14 contains 4414 members Mstep: Class 15 contains 39070 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3934 members Mstep: Class 18 contains 6085 members Mstep: Class 19 contains 4014 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 39739 members Mstep: Class 23 contains 258 members Mstep: Class 24 contains 1962 members Entering Unmasked Estep ConsiderDeletion Score: -37736628.000000 Penalty: 73631.453125 Iteration 57Q: 25 clusters Score -3.773663e+07 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29527 members Mstep: Class 4 contains 51908 members Mstep: Class 5 contains 593 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 758 members Mstep: Class 8 contains 1074 members Mstep: Class 9 contains 32383 members Mstep: Class 10 contains 11296 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 738 members Mstep: Class 14 contains 4414 members Mstep: Class 15 contains 39139 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3933 members Mstep: Class 18 contains 6085 members Mstep: Class 19 contains 4011 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 39810 members Mstep: Class 23 contains 258 members Mstep: Class 24 contains 1962 members Entering Unmasked Estep ConsiderDeletion Score: -37736712.000000 Penalty: 73631.453125 Iteration 58Q: 25 clusters Score -3.773671e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29528 members Mstep: Class 4 contains 51788 members Mstep: Class 5 contains 593 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 758 members Mstep: Class 8 contains 1072 members Mstep: Class 9 contains 32348 members Mstep: Class 10 contains 11289 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 738 members Mstep: Class 14 contains 4413 members Mstep: Class 15 contains 39198 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3933 members Mstep: Class 18 contains 6085 members Mstep: Class 19 contains 4010 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 39892 members Mstep: Class 23 contains 258 members Mstep: Class 24 contains 1962 members Entering Unmasked Estep ConsiderDeletion Score: -37736784.000000 Penalty: 73631.453125 Iteration 59Q: 25 clusters Score -3.773678e+07 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29530 members Mstep: Class 4 contains 51696 members Mstep: Class 5 contains 593 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 758 members Mstep: Class 8 contains 1071 members Mstep: Class 9 contains 32311 members Mstep: Class 10 contains 11279 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 738 members Mstep: Class 14 contains 4413 members Mstep: Class 15 contains 39233 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3932 members Mstep: Class 18 contains 6085 members Mstep: Class 19 contains 4009 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 258 members Mstep: Class 24 contains 1962 members Entering Unmasked Estep ConsiderDeletion Score: -37736876.000000 Penalty: 73631.453125 Iteration 60F: 25 clusters Score -3.773688e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 212 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29528 members Mstep: Class 4 contains 51616 members Mstep: Class 5 contains 588 members Mstep: Class 6 contains 368 members Mstep: Class 7 contains 758 members Mstep: Class 8 contains 1070 members Mstep: Class 9 contains 32282 members Mstep: Class 10 contains 11267 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 4412 members Mstep: Class 15 contains 39263 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3932 members Mstep: Class 18 contains 6085 members Mstep: Class 19 contains 4008 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 244 members Mstep: Class 22 contains 40050 members Mstep: Class 23 contains 248 members Mstep: Class 24 contains 1965 members Entering Unmasked Estep ConsiderDeletion Score: -37737108.000000 Penalty: 73631.453125 Iteration 61Q: 25 clusters Score -3.773711e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 210 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29530 members Mstep: Class 4 contains 51535 members Mstep: Class 5 contains 580 members Mstep: Class 6 contains 375 members Mstep: Class 7 contains 758 members Mstep: Class 8 contains 1070 members Mstep: Class 9 contains 32246 members Mstep: Class 10 contains 11254 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 732 members Mstep: Class 14 contains 4412 members Mstep: Class 15 contains 39316 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 3933 members Mstep: Class 18 contains 6084 members Mstep: Class 19 contains 4006 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 249 members Mstep: Class 22 contains 40101 members Mstep: Class 23 contains 241 members Mstep: Class 24 contains 1974 members Entering Unmasked Estep ConsiderDeletion Score: -37737300.000000 Penalty: 73631.453125 Iteration 62Q: 25 clusters Score -3.77373e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 264 members Mstep: Class 3 contains 29529 members Mstep: Class 4 contains 51480 members Mstep: Class 5 contains 568 members Mstep: Class 6 contains 378 members Mstep: Class 7 contains 758 members Mstep: Class 8 contains 1070 members Mstep: Class 9 contains 32209 members Mstep: Class 10 contains 11248 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 730 members Mstep: Class 14 contains 4412 members Mstep: Class 15 contains 39337 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3934 members Mstep: Class 18 contains 6082 members Mstep: Class 19 contains 4005 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 262 members Mstep: Class 22 contains 40158 members Mstep: Class 23 contains 238 members Mstep: Class 24 contains 1979 members Entering Unmasked Estep ConsiderDeletion Score: -37737644.000000 Penalty: 73631.453125 Iteration 63Q: 25 clusters Score -3.773764e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 263 members Mstep: Class 3 contains 29528 members Mstep: Class 4 contains 51444 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1070 members Mstep: Class 9 contains 32172 members Mstep: Class 10 contains 11243 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 733 members Mstep: Class 14 contains 4411 members Mstep: Class 15 contains 39379 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3934 members Mstep: Class 18 contains 6083 members Mstep: Class 19 contains 4003 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 40193 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1984 members Entering Unmasked Estep ConsiderDeletion Score: -37737900.000000 Penalty: 73631.453125 Iteration 64Q: 25 clusters Score -3.77379e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 261 members Mstep: Class 3 contains 29523 members Mstep: Class 4 contains 51377 members Mstep: Class 5 contains 545 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1070 members Mstep: Class 9 contains 32150 members Mstep: Class 10 contains 11239 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 737 members Mstep: Class 14 contains 4412 members Mstep: Class 15 contains 39405 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3934 members Mstep: Class 18 contains 6083 members Mstep: Class 19 contains 3998 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 270 members Mstep: Class 22 contains 40246 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1986 members Entering Unmasked Estep ConsiderDeletion Score: -37738088.000000 Penalty: 73631.453125 Iteration 65Q: 25 clusters Score -3.773809e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 259 members Mstep: Class 3 contains 29519 members Mstep: Class 4 contains 51304 members Mstep: Class 5 contains 542 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1070 members Mstep: Class 9 contains 32134 members Mstep: Class 10 contains 11234 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 740 members Mstep: Class 14 contains 4411 members Mstep: Class 15 contains 39442 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3934 members Mstep: Class 18 contains 6080 members Mstep: Class 19 contains 3988 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 40284 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1986 members Entering Unmasked Estep ConsiderDeletion Score: -37738224.000000 Penalty: 73631.453125 Iteration 66Q: 25 clusters Score -3.773822e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 261 members Mstep: Class 3 contains 29518 members Mstep: Class 4 contains 51246 members Mstep: Class 5 contains 528 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1070 members Mstep: Class 9 contains 32115 members Mstep: Class 10 contains 11226 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 743 members Mstep: Class 14 contains 4410 members Mstep: Class 15 contains 39472 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3935 members Mstep: Class 18 contains 6082 members Mstep: Class 19 contains 3990 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 281 members Mstep: Class 22 contains 40316 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37738420.000000 Penalty: 73631.453125 Iteration 67Q: 25 clusters Score -3.773842e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 261 members Mstep: Class 3 contains 29519 members Mstep: Class 4 contains 51200 members Mstep: Class 5 contains 523 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1070 members Mstep: Class 9 contains 32091 members Mstep: Class 10 contains 11224 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 749 members Mstep: Class 14 contains 4408 members Mstep: Class 15 contains 39501 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3936 members Mstep: Class 18 contains 6084 members Mstep: Class 19 contains 3992 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 282 members Mstep: Class 22 contains 40338 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1985 members Entering Unmasked Estep ConsiderDeletion Score: -37738308.000000 Penalty: 73631.453125 Iteration 68Q: 25 clusters Score -3.773831e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 264 members Mstep: Class 3 contains 29524 members Mstep: Class 4 contains 51164 members Mstep: Class 5 contains 517 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1070 members Mstep: Class 9 contains 32074 members Mstep: Class 10 contains 11209 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 750 members Mstep: Class 14 contains 4407 members Mstep: Class 15 contains 39519 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3936 members Mstep: Class 18 contains 6082 members Mstep: Class 19 contains 3989 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 281 members Mstep: Class 22 contains 40370 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1988 members Entering Unmasked Estep ConsiderDeletion Score: -37738412.000000 Penalty: 73631.453125 Iteration 69Q: 25 clusters Score -3.773841e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 264 members Mstep: Class 3 contains 29526 members Mstep: Class 4 contains 51126 members Mstep: Class 5 contains 515 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1070 members Mstep: Class 9 contains 32063 members Mstep: Class 10 contains 11192 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 753 members Mstep: Class 14 contains 4405 members Mstep: Class 15 contains 39553 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3935 members Mstep: Class 18 contains 6078 members Mstep: Class 19 contains 3989 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 281 members Mstep: Class 22 contains 40385 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37738428.000000 Penalty: 73631.453125 Iteration 70Q: 25 clusters Score -3.773843e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 266 members Mstep: Class 3 contains 29536 members Mstep: Class 4 contains 51092 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1069 members Mstep: Class 9 contains 32048 members Mstep: Class 10 contains 11179 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 752 members Mstep: Class 14 contains 4403 members Mstep: Class 15 contains 39590 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3935 members Mstep: Class 18 contains 6077 members Mstep: Class 19 contains 3988 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 282 members Mstep: Class 22 contains 40396 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37738460.000000 Penalty: 73631.453125 Iteration 71Q: 25 clusters Score -3.773846e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29538 members Mstep: Class 4 contains 51064 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1069 members Mstep: Class 9 contains 32034 members Mstep: Class 10 contains 11175 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 751 members Mstep: Class 14 contains 4401 members Mstep: Class 15 contains 39643 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3935 members Mstep: Class 18 contains 6072 members Mstep: Class 19 contains 3988 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 282 members Mstep: Class 22 contains 40382 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1997 members Entering Unmasked Estep ConsiderDeletion Score: -37738428.000000 Penalty: 73631.453125 Iteration 72Q: 25 clusters Score -3.773843e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29532 members Mstep: Class 4 contains 51015 members Mstep: Class 5 contains 514 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 32031 members Mstep: Class 10 contains 11176 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 751 members Mstep: Class 14 contains 4402 members Mstep: Class 15 contains 39709 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3935 members Mstep: Class 18 contains 6072 members Mstep: Class 19 contains 3986 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 281 members Mstep: Class 22 contains 40367 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1996 members Entering Unmasked Estep ConsiderDeletion Score: -37738448.000000 Penalty: 73631.453125 Iteration 73Q: 25 clusters Score -3.773845e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29537 members Mstep: Class 4 contains 50963 members Mstep: Class 5 contains 512 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 32027 members Mstep: Class 10 contains 11182 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 751 members Mstep: Class 14 contains 4402 members Mstep: Class 15 contains 39768 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3935 members Mstep: Class 18 contains 6071 members Mstep: Class 19 contains 3987 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 40352 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1995 members Entering Unmasked Estep ConsiderDeletion Score: -37738392.000000 Penalty: 73631.453125 Iteration 74Q: 25 clusters Score -3.773839e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29540 members Mstep: Class 4 contains 50920 members Mstep: Class 5 contains 509 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 32022 members Mstep: Class 10 contains 11182 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 752 members Mstep: Class 14 contains 4402 members Mstep: Class 15 contains 39823 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3934 members Mstep: Class 18 contains 6073 members Mstep: Class 19 contains 3988 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 40339 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1993 members Entering Unmasked Estep ConsiderDeletion Score: -37738420.000000 Penalty: 73631.453125 Iteration 75Q: 25 clusters Score -3.773842e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29544 members Mstep: Class 4 contains 50869 members Mstep: Class 5 contains 509 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 32012 members Mstep: Class 10 contains 11184 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 753 members Mstep: Class 14 contains 4402 members Mstep: Class 15 contains 39892 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3934 members Mstep: Class 18 contains 6073 members Mstep: Class 19 contains 3989 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 40319 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37738464.000000 Penalty: 73631.453125 Iteration 76Q: 25 clusters Score -3.773846e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 29545 members Mstep: Class 4 contains 50817 members Mstep: Class 5 contains 508 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 32001 members Mstep: Class 10 contains 11182 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 4401 members Mstep: Class 15 contains 39960 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3934 members Mstep: Class 18 contains 6075 members Mstep: Class 19 contains 3992 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 40308 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37738448.000000 Penalty: 73631.453125 Iteration 77Q: 25 clusters Score -3.773845e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29544 members Mstep: Class 4 contains 50786 members Mstep: Class 5 contains 508 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 31988 members Mstep: Class 10 contains 11180 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 4401 members Mstep: Class 15 contains 40007 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3933 members Mstep: Class 18 contains 6075 members Mstep: Class 19 contains 3995 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 40305 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37738428.000000 Penalty: 73631.453125 Iteration 78Q: 25 clusters Score -3.773843e+07 nChanged 167 Entering ConstructFrom: Score: -37738428.000000 Penalty: 73631.453125 Entering ConstructFrom: Trying to split cluster 1 (5111 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Entering Unmasked Estep Score: -857356.000000 Penalty: 2117.709229 Iteration 0F: 2 clusters Score -857356 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -852729.625000 Penalty: 4235.418457 Iteration 0F: 3 clusters Score -852729.6 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -853861.750000 Penalty: 4235.418457 Iteration 1F: 3 clusters Score -853861.8 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -854084.437500 Penalty: 4235.418457 Iteration 2F: 3 clusters Score -854084.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -854215.125000 Penalty: 4235.418457 Iteration 3Q: 3 clusters Score -854215.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -854302.375000 Penalty: 4235.418457 Iteration 4Q: 3 clusters Score -854302.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -854374.000000 Penalty: 4235.418457 Iteration 5Q: 3 clusters Score -854374 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -854443.500000 Penalty: 4235.418457 Iteration 6Q: 3 clusters Score -854443.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -854501.937500 Penalty: 4235.418457 Iteration 7Q: 3 clusters Score -854501.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -854566.437500 Penalty: 4235.418457 Iteration 8Q: 3 clusters Score -854566.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -854635.000000 Penalty: 4235.418457 Iteration 9Q: 3 clusters Score -854635 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -854710.187500 Penalty: 4235.418457 Iteration 10Q: 3 clusters Score -854710.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -854803.375000 Penalty: 4235.418457 Iteration 11Q: 3 clusters Score -854803.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -854879.937500 Penalty: 4235.418457 Iteration 12Q: 3 clusters Score -854879.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -854955.625000 Penalty: 4235.418457 Iteration 13Q: 3 clusters Score -854955.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -855048.375000 Penalty: 4235.418457 Iteration 14Q: 3 clusters Score -855048.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -855137.125000 Penalty: 4235.418457 Iteration 15Q: 3 clusters Score -855137.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -855229.875000 Penalty: 4235.418457 Iteration 16Q: 3 clusters Score -855229.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -855329.000000 Penalty: 4235.418457 Iteration 17Q: 3 clusters Score -855329 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -855417.187500 Penalty: 4235.418457 Iteration 18Q: 3 clusters Score -855417.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -855502.187500 Penalty: 4235.418457 Iteration 19Q: 3 clusters Score -855502.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -855575.125000 Penalty: 4235.418457 Iteration 20F: 3 clusters Score -855575.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -855648.625000 Penalty: 4235.418457 Iteration 21Q: 3 clusters Score -855648.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -855714.500000 Penalty: 4235.418457 Iteration 22Q: 3 clusters Score -855714.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -855770.125000 Penalty: 4235.418457 Iteration 23Q: 3 clusters Score -855770.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -855809.625000 Penalty: 4235.418457 Iteration 24Q: 3 clusters Score -855809.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -855846.625000 Penalty: 4235.418457 Iteration 25Q: 3 clusters Score -855846.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -855883.000000 Penalty: 4235.418457 Iteration 26Q: 3 clusters Score -855883 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -855909.000000 Penalty: 4235.418457 Iteration 27Q: 3 clusters Score -855909 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -855929.250000 Penalty: 4235.418457 Iteration 28Q: 3 clusters Score -855929.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -855954.062500 Penalty: 4235.418457 Iteration 29Q: 3 clusters Score -855954.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -855962.812500 Penalty: 4235.418457 Iteration 30Q: 3 clusters Score -855962.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -855967.437500 Penalty: 4235.418457 Iteration 31Q: 3 clusters Score -855967.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -855975.062500 Penalty: 4235.418457 Iteration 32Q: 3 clusters Score -855975.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -855975.125000 Penalty: 4235.418457 Iteration 33Q: 3 clusters Score -855975.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -855975.625000 Penalty: 4235.418457 Iteration 34Q: 3 clusters Score -855975.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -855978.312500 Penalty: 4235.418457 Iteration 35Q: 3 clusters Score -855978.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -855977.062500 Penalty: 4235.418457 Iteration 36Q: 3 clusters Score -855977.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -855977.062500 Penalty: 4235.418457 Iteration 37F: 3 clusters Score -855977.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -25237.291016 Penalty: 1387.488403 Iteration 0F: 2 clusters Score -25237.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -24427.503906 Penalty: 2774.976807 Iteration 0F: 3 clusters Score -24427.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -24813.304688 Penalty: 2774.976807 Iteration 1F: 3 clusters Score -24813.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -25232.013672 Penalty: 2774.976807 Iteration 2F: 3 clusters Score -25232.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -25447.582031 Penalty: 2774.976807 Iteration 3F: 3 clusters Score -25447.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -25498.265625 Penalty: 2774.976807 Iteration 4Q: 3 clusters Score -25498.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -25506.033203 Penalty: 2774.976807 Iteration 5Q: 3 clusters Score -25506.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -25506.033203 Penalty: 2774.976807 Iteration 6F: 3 clusters Score -25506.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 82 members Mstep: Class 3 contains 29541 members Mstep: Class 4 contains 50747 members Mstep: Class 5 contains 507 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 31977 members Mstep: Class 10 contains 11178 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 4400 members Mstep: Class 15 contains 40044 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3933 members Mstep: Class 18 contains 6077 members Mstep: Class 19 contains 3993 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 281 members Mstep: Class 22 contains 40316 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1991 members Mstep: Class 25 contains 187 members Entering Unmasked Estep Score: -37737044.000000 Penalty: 76699.429688 Splitting cluster 2 changes total score from -37738428.000000 to -37737044.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (29541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29541 members Entering Unmasked Estep Score: -4743298.000000 Penalty: 2552.796387 Iteration 0F: 2 clusters Score -4743298 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14719 members Mstep: Class 2 contains 14822 members Entering Unmasked Estep Score: -4723010.500000 Penalty: 5105.592773 Iteration 0F: 3 clusters Score -4723010 nChanged 13186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14243 members Mstep: Class 2 contains 15298 members Entering Unmasked Estep Score: -4730089.000000 Penalty: 5105.592773 Iteration 1F: 3 clusters Score -4730089 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13909 members Mstep: Class 2 contains 15632 members Entering Unmasked Estep Score: -4730554.000000 Penalty: 5105.592773 Iteration 2Q: 3 clusters Score -4730554 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13506 members Mstep: Class 2 contains 16035 members Entering Unmasked Estep Score: -4731060.000000 Penalty: 5105.592773 Iteration 3Q: 3 clusters Score -4731060 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12921 members Mstep: Class 2 contains 16620 members Entering Unmasked Estep Score: -4731573.000000 Penalty: 5105.592773 Iteration 4Q: 3 clusters Score -4731573 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12183 members Mstep: Class 2 contains 17358 members Entering Unmasked Estep Score: -4732177.500000 Penalty: 5105.592773 Iteration 5Q: 3 clusters Score -4732178 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11154 members Mstep: Class 2 contains 18387 members Entering Unmasked Estep Score: -4732974.500000 Penalty: 5105.592773 Iteration 6Q: 3 clusters Score -4732974 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 19730 members Entering Unmasked Estep Score: -4734040.500000 Penalty: 5105.592773 Iteration 7F: 3 clusters Score -4734040 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8335 members Mstep: Class 2 contains 21206 members Entering Unmasked Estep Score: -4735193.000000 Penalty: 5105.592773 Iteration 8F: 3 clusters Score -4735193 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 22760 members Entering Unmasked Estep Score: -4736514.000000 Penalty: 5105.592773 Iteration 9F: 3 clusters Score -4736514 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 24207 members Entering Unmasked Estep Score: -4737809.000000 Penalty: 5105.592773 Iteration 10F: 3 clusters Score -4737809 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 25394 members Entering Unmasked Estep Score: -4738850.500000 Penalty: 5105.592773 Iteration 11Q: 3 clusters Score -4738850 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 26315 members Entering Unmasked Estep Score: -4739649.000000 Penalty: 5105.592773 Iteration 12Q: 3 clusters Score -4739649 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 26974 members Entering Unmasked Estep Score: -4740162.500000 Penalty: 5105.592773 Iteration 13Q: 3 clusters Score -4740162 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 27448 members Entering Unmasked Estep Score: -4740519.000000 Penalty: 5105.592773 Iteration 14Q: 3 clusters Score -4740519 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 27757 members Entering Unmasked Estep Score: -4740726.000000 Penalty: 5105.592773 Iteration 15Q: 3 clusters Score -4740726 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 28005 members Entering Unmasked Estep Score: -4740869.000000 Penalty: 5105.592773 Iteration 16Q: 3 clusters Score -4740869 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 28193 members Entering Unmasked Estep Score: -4740976.000000 Penalty: 5105.592773 Iteration 17Q: 3 clusters Score -4740976 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 28320 members Entering Unmasked Estep Score: -4741042.000000 Penalty: 5105.592773 Iteration 18Q: 3 clusters Score -4741042 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 28402 members Entering Unmasked Estep Score: -4741091.500000 Penalty: 5105.592773 Iteration 19Q: 3 clusters Score -4741092 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 28476 members Entering Unmasked Estep Score: -4741129.500000 Penalty: 5105.592773 Iteration 20F: 3 clusters Score -4741130 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 28531 members Entering Unmasked Estep Score: -4741168.500000 Penalty: 5105.592773 Iteration 21Q: 3 clusters Score -4741168 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 28568 members Entering Unmasked Estep Score: -4741192.000000 Penalty: 5105.592773 Iteration 22Q: 3 clusters Score -4741192 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 28597 members Entering Unmasked Estep Score: -4741210.500000 Penalty: 5105.592773 Iteration 23Q: 3 clusters Score -4741210 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 28631 members Entering Unmasked Estep Score: -4741242.000000 Penalty: 5105.592773 Iteration 24Q: 3 clusters Score -4741242 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 28648 members Entering Unmasked Estep Score: -4741244.000000 Penalty: 5105.592773 Iteration 25Q: 3 clusters Score -4741244 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 28664 members Entering Unmasked Estep Score: -4741257.500000 Penalty: 5105.592773 Iteration 26Q: 3 clusters Score -4741258 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 28688 members Entering Unmasked Estep Score: -4741280.000000 Penalty: 5105.592773 Iteration 27Q: 3 clusters Score -4741280 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 28703 members Entering Unmasked Estep Score: -4741289.500000 Penalty: 5105.592773 Iteration 28Q: 3 clusters Score -4741290 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 28713 members Entering Unmasked Estep Score: -4741296.000000 Penalty: 5105.592773 Iteration 29Q: 3 clusters Score -4741296 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 28719 members Entering Unmasked Estep Score: -4741303.000000 Penalty: 5105.592773 Iteration 30Q: 3 clusters Score -4741303 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 28723 members Entering Unmasked Estep Score: -4741305.500000 Penalty: 5105.592773 Iteration 31Q: 3 clusters Score -4741306 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 28725 members Entering Unmasked Estep Score: -4741309.000000 Penalty: 5105.592773 Iteration 32Q: 3 clusters Score -4741309 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 28726 members Entering Unmasked Estep Score: -4741304.500000 Penalty: 5105.592773 Iteration 33Q: 3 clusters Score -4741304 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 28727 members Entering Unmasked Estep Score: -4741304.000000 Penalty: 5105.592773 Iteration 34Q: 3 clusters Score -4741304 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 28728 members Entering Unmasked Estep Score: -4741300.000000 Penalty: 5105.592773 Iteration 35Q: 3 clusters Score -4741300 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 28728 members Entering Unmasked Estep Score: -4741300.000000 Penalty: 5105.592773 Iteration 36F: 3 clusters Score -4741300 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (50747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50747 members Entering Unmasked Estep Score: -8179086.000000 Penalty: 2686.982910 Iteration 0F: 2 clusters Score -8179086 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25501 members Mstep: Class 2 contains 25246 members Entering Unmasked Estep Score: -8145289.000000 Penalty: 5373.965820 Iteration 0F: 3 clusters Score -8145289 nChanged 23577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25630 members Mstep: Class 2 contains 25117 members Entering Unmasked Estep Score: -8158683.000000 Penalty: 5373.965820 Iteration 1F: 3 clusters Score -8158683 nChanged 2680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25406 members Mstep: Class 2 contains 25341 members Entering Unmasked Estep Score: -8160189.000000 Penalty: 5373.965820 Iteration 2F: 3 clusters Score -8160189 nChanged 3327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24885 members Mstep: Class 2 contains 25862 members Entering Unmasked Estep Score: -8162346.000000 Penalty: 5373.965820 Iteration 3F: 3 clusters Score -8162346 nChanged 3798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24105 members Mstep: Class 2 contains 26642 members Entering Unmasked Estep Score: -8165091.500000 Penalty: 5373.965820 Iteration 4F: 3 clusters Score -8165092 nChanged 3912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23111 members Mstep: Class 2 contains 27636 members Entering Unmasked Estep Score: -8167696.500000 Penalty: 5373.965820 Iteration 5F: 3 clusters Score -8167696 nChanged 3508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22113 members Mstep: Class 2 contains 28634 members Entering Unmasked Estep Score: -8169720.000000 Penalty: 5373.965820 Iteration 6F: 3 clusters Score -8169720 nChanged 2883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21166 members Mstep: Class 2 contains 29581 members Entering Unmasked Estep Score: -8171216.000000 Penalty: 5373.965820 Iteration 7F: 3 clusters Score -8171216 nChanged 2238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20408 members Mstep: Class 2 contains 30339 members Entering Unmasked Estep Score: -8172101.500000 Penalty: 5373.965820 Iteration 8Q: 3 clusters Score -8172102 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19766 members Mstep: Class 2 contains 30981 members Entering Unmasked Estep Score: -8172717.500000 Penalty: 5373.965820 Iteration 9Q: 3 clusters Score -8172718 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19194 members Mstep: Class 2 contains 31553 members Entering Unmasked Estep Score: -8173229.000000 Penalty: 5373.965820 Iteration 10Q: 3 clusters Score -8173229 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18750 members Mstep: Class 2 contains 31997 members Entering Unmasked Estep Score: -8173620.500000 Penalty: 5373.965820 Iteration 11Q: 3 clusters Score -8173620 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18355 members Mstep: Class 2 contains 32392 members Entering Unmasked Estep Score: -8173961.500000 Penalty: 5373.965820 Iteration 12Q: 3 clusters Score -8173962 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18050 members Mstep: Class 2 contains 32697 members Entering Unmasked Estep Score: -8174281.000000 Penalty: 5373.965820 Iteration 13Q: 3 clusters Score -8174281 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17752 members Mstep: Class 2 contains 32995 members Entering Unmasked Estep Score: -8174679.500000 Penalty: 5373.965820 Iteration 14Q: 3 clusters Score -8174680 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17433 members Mstep: Class 2 contains 33314 members Entering Unmasked Estep Score: -8174991.500000 Penalty: 5373.965820 Iteration 15Q: 3 clusters Score -8174992 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17124 members Mstep: Class 2 contains 33623 members Entering Unmasked Estep Score: -8175340.500000 Penalty: 5373.965820 Iteration 16Q: 3 clusters Score -8175340 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16844 members Mstep: Class 2 contains 33903 members Entering Unmasked Estep Score: -8175740.000000 Penalty: 5373.965820 Iteration 17Q: 3 clusters Score -8175740 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16537 members Mstep: Class 2 contains 34210 members Entering Unmasked Estep Score: -8176118.000000 Penalty: 5373.965820 Iteration 18Q: 3 clusters Score -8176118 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16303 members Mstep: Class 2 contains 34444 members Entering Unmasked Estep Score: -8176489.000000 Penalty: 5373.965820 Iteration 19Q: 3 clusters Score -8176489 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16124 members Mstep: Class 2 contains 34623 members Entering Unmasked Estep Score: -8176744.500000 Penalty: 5373.965820 Iteration 20F: 3 clusters Score -8176744 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15957 members Mstep: Class 2 contains 34790 members Entering Unmasked Estep Score: -8177003.000000 Penalty: 5373.965820 Iteration 21Q: 3 clusters Score -8177003 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15802 members Mstep: Class 2 contains 34945 members Entering Unmasked Estep Score: -8177249.000000 Penalty: 5373.965820 Iteration 22Q: 3 clusters Score -8177249 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15666 members Mstep: Class 2 contains 35081 members Entering Unmasked Estep Score: -8177400.000000 Penalty: 5373.965820 Iteration 23Q: 3 clusters Score -8177400 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15537 members Mstep: Class 2 contains 35210 members Entering Unmasked Estep Score: -8177530.500000 Penalty: 5373.965820 Iteration 24Q: 3 clusters Score -8177530 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15434 members Mstep: Class 2 contains 35313 members Entering Unmasked Estep Score: -8177586.000000 Penalty: 5373.965820 Iteration 25Q: 3 clusters Score -8177586 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15358 members Mstep: Class 2 contains 35389 members Entering Unmasked Estep Score: -8177608.000000 Penalty: 5373.965820 Iteration 26Q: 3 clusters Score -8177608 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15264 members Mstep: Class 2 contains 35483 members Entering Unmasked Estep Score: -8177634.500000 Penalty: 5373.965820 Iteration 27Q: 3 clusters Score -8177634 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15182 members Mstep: Class 2 contains 35565 members Entering Unmasked Estep Score: -8177647.000000 Penalty: 5373.965820 Iteration 28Q: 3 clusters Score -8177647 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15119 members Mstep: Class 2 contains 35628 members Entering Unmasked Estep Score: -8177667.500000 Penalty: 5373.965820 Iteration 29Q: 3 clusters Score -8177668 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15063 members Mstep: Class 2 contains 35684 members Entering Unmasked Estep Score: -8177664.000000 Penalty: 5373.965820 Iteration 30Q: 3 clusters Score -8177664 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15023 members Mstep: Class 2 contains 35724 members Entering Unmasked Estep Score: -8177685.000000 Penalty: 5373.965820 Iteration 31Q: 3 clusters Score -8177685 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14984 members Mstep: Class 2 contains 35763 members Entering Unmasked Estep Score: -8177678.500000 Penalty: 5373.965820 Iteration 32Q: 3 clusters Score -8177678 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14957 members Mstep: Class 2 contains 35790 members Entering Unmasked Estep Score: -8177691.000000 Penalty: 5373.965820 Iteration 33Q: 3 clusters Score -8177691 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14932 members Mstep: Class 2 contains 35815 members Entering Unmasked Estep Score: -8177697.500000 Penalty: 5373.965820 Iteration 34Q: 3 clusters Score -8177698 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14906 members Mstep: Class 2 contains 35841 members Entering Unmasked Estep Score: -8177696.500000 Penalty: 5373.965820 Iteration 35Q: 3 clusters Score -8177696 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14887 members Mstep: Class 2 contains 35860 members Entering Unmasked Estep Score: -8177709.500000 Penalty: 5373.965820 Iteration 36Q: 3 clusters Score -8177710 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14880 members Mstep: Class 2 contains 35867 members Entering Unmasked Estep Score: -8177711.500000 Penalty: 5373.965820 Iteration 37Q: 3 clusters Score -8177712 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14872 members Mstep: Class 2 contains 35875 members Entering Unmasked Estep Score: -8177715.500000 Penalty: 5373.965820 Iteration 38Q: 3 clusters Score -8177716 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14859 members Mstep: Class 2 contains 35888 members Entering Unmasked Estep Score: -8177714.000000 Penalty: 5373.965820 Iteration 39Q: 3 clusters Score -8177714 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14843 members Mstep: Class 2 contains 35904 members Entering Unmasked Estep Score: -8177710.000000 Penalty: 5373.965820 Iteration 40F: 3 clusters Score -8177710 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14827 members Mstep: Class 2 contains 35920 members Entering Unmasked Estep Score: -8177713.500000 Penalty: 5373.965820 Iteration 41Q: 3 clusters Score -8177714 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14810 members Mstep: Class 2 contains 35937 members Entering Unmasked Estep Score: -8177722.000000 Penalty: 5373.965820 Iteration 42Q: 3 clusters Score -8177722 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14805 members Mstep: Class 2 contains 35942 members Entering Unmasked Estep Score: -8177727.000000 Penalty: 5373.965820 Iteration 43Q: 3 clusters Score -8177727 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14798 members Mstep: Class 2 contains 35949 members Entering Unmasked Estep Score: -8177716.000000 Penalty: 5373.965820 Iteration 44Q: 3 clusters Score -8177716 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14792 members Mstep: Class 2 contains 35955 members Entering Unmasked Estep Score: -8177716.500000 Penalty: 5373.965820 Iteration 45Q: 3 clusters Score -8177716 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14787 members Mstep: Class 2 contains 35960 members Entering Unmasked Estep Score: -8177715.000000 Penalty: 5373.965820 Iteration 46Q: 3 clusters Score -8177715 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14779 members Mstep: Class 2 contains 35968 members Entering Unmasked Estep Score: -8177729.500000 Penalty: 5373.965820 Iteration 47Q: 3 clusters Score -8177730 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14769 members Mstep: Class 2 contains 35978 members Entering Unmasked Estep Score: -8177731.500000 Penalty: 5373.965820 Iteration 48Q: 3 clusters Score -8177732 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14759 members Mstep: Class 2 contains 35988 members Entering Unmasked Estep Score: -8177733.000000 Penalty: 5373.965820 Iteration 49Q: 3 clusters Score -8177733 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14751 members Mstep: Class 2 contains 35996 members Entering Unmasked Estep Score: -8177725.000000 Penalty: 5373.965820 Iteration 50Q: 3 clusters Score -8177725 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14741 members Mstep: Class 2 contains 36006 members Entering Unmasked Estep Score: -8177716.000000 Penalty: 5373.965820 Iteration 51Q: 3 clusters Score -8177716 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14735 members Mstep: Class 2 contains 36012 members Entering Unmasked Estep Score: -8177720.500000 Penalty: 5373.965820 Iteration 52Q: 3 clusters Score -8177720 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14731 members Mstep: Class 2 contains 36016 members Entering Unmasked Estep Score: -8177722.500000 Penalty: 5373.965820 Iteration 53Q: 3 clusters Score -8177722 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14728 members Mstep: Class 2 contains 36019 members Entering Unmasked Estep Score: -8177723.500000 Penalty: 5373.965820 Iteration 54Q: 3 clusters Score -8177724 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14727 members Mstep: Class 2 contains 36020 members Entering Unmasked Estep Score: -8177727.500000 Penalty: 5373.965820 Iteration 55Q: 3 clusters Score -8177728 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14727 members Mstep: Class 2 contains 36020 members Entering Unmasked Estep Score: -8177729.000000 Penalty: 5373.965820 Iteration 56Q: 3 clusters Score -8177729 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14726 members Mstep: Class 2 contains 36021 members Entering Unmasked Estep Score: -8177730.500000 Penalty: 5373.965820 Iteration 57Q: 3 clusters Score -8177730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14725 members Mstep: Class 2 contains 36022 members Entering Unmasked Estep Score: -8177727.500000 Penalty: 5373.965820 Iteration 58Q: 3 clusters Score -8177728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14724 members Mstep: Class 2 contains 36023 members Entering Unmasked Estep Score: -8177729.500000 Penalty: 5373.965820 Iteration 59Q: 3 clusters Score -8177730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14723 members Mstep: Class 2 contains 36024 members Entering Unmasked Estep Score: -8177730.500000 Penalty: 5373.965820 Iteration 60F: 3 clusters Score -8177730 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (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: -71789.851562 Penalty: 1544.670654 Iteration 0F: 2 clusters Score -71789.85 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 267 members Entering Unmasked Estep Score: -70476.585938 Penalty: 3089.341309 Iteration 0F: 3 clusters Score -70476.59 nChanged 129 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: -70851.875000 Penalty: 3089.341309 Iteration 1F: 3 clusters Score -70851.88 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -71001.437500 Penalty: 3089.341309 Iteration 2F: 3 clusters Score -71001.44 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -71054.046875 Penalty: 3089.341309 Iteration 3Q: 3 clusters Score -71054.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -71084.445312 Penalty: 3089.341309 Iteration 4Q: 3 clusters Score -71084.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -71157.750000 Penalty: 3089.341309 Iteration 5Q: 3 clusters Score -71157.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -71173.054688 Penalty: 3089.341309 Iteration 6Q: 3 clusters Score -71173.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -71194.687500 Penalty: 3089.341309 Iteration 7Q: 3 clusters Score -71194.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -71208.718750 Penalty: 3089.341309 Iteration 8Q: 3 clusters Score -71208.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -71221.765625 Penalty: 3089.341309 Iteration 9Q: 3 clusters Score -71221.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -71229.382812 Penalty: 3089.341309 Iteration 10Q: 3 clusters Score -71229.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -71241.898438 Penalty: 3089.341309 Iteration 11Q: 3 clusters Score -71241.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -71250.921875 Penalty: 3089.341309 Iteration 12Q: 3 clusters Score -71250.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -71250.921875 Penalty: 3089.341309 Iteration 13F: 3 clusters Score -71250.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Entering Unmasked Estep Score: -49629.289062 Penalty: 1472.509033 Iteration 0F: 2 clusters Score -49629.29 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 182 members Entering Unmasked Estep Score: -48367.765625 Penalty: 2945.018066 Iteration 0F: 3 clusters Score -48367.77 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -48786.613281 Penalty: 2945.018066 Iteration 1F: 3 clusters Score -48786.61 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -48951.707031 Penalty: 2945.018066 Iteration 2F: 3 clusters Score -48951.71 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -49129.191406 Penalty: 2945.018066 Iteration 3F: 3 clusters Score -49129.19 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -49322.039062 Penalty: 2945.018066 Iteration 4Q: 3 clusters Score -49322.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -49395.472656 Penalty: 2945.018066 Iteration 5Q: 3 clusters Score -49395.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -49456.558594 Penalty: 2945.018066 Iteration 6Q: 3 clusters Score -49456.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -49505.769531 Penalty: 2945.018066 Iteration 7Q: 3 clusters Score -49505.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -49531.390625 Penalty: 2945.018066 Iteration 8Q: 3 clusters Score -49531.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -49531.464844 Penalty: 2945.018066 Iteration 9F: 3 clusters Score -49531.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -49561.066406 Penalty: 2945.018066 Iteration 10Q: 3 clusters Score -49561.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -49561.066406 Penalty: 2945.018066 Iteration 11F: 3 clusters Score -49561.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Entering Unmasked Estep Score: -105204.085938 Penalty: 1644.736450 Iteration 0F: 2 clusters Score -105204.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -103482.195312 Penalty: 3289.472900 Iteration 0F: 3 clusters Score -103482.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -103978.421875 Penalty: 3289.472900 Iteration 1F: 3 clusters Score -103978.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -104443.101562 Penalty: 3289.472900 Iteration 2F: 3 clusters Score -104443.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -104859.125000 Penalty: 3289.472900 Iteration 3F: 3 clusters Score -104859.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -105186.335938 Penalty: 3289.472900 Iteration 4F: 3 clusters Score -105186.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -105563.476562 Penalty: 3289.472900 Iteration 5Q: 3 clusters Score -105563.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -105758.484375 Penalty: 3289.472900 Iteration 6Q: 3 clusters Score -105758.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -105825.367188 Penalty: 3289.472900 Iteration 7Q: 3 clusters Score -105825.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -105856.031250 Penalty: 3289.472900 Iteration 8Q: 3 clusters Score -105856 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -105892.195312 Penalty: 3289.472900 Iteration 9Q: 3 clusters Score -105892.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -105910.210938 Penalty: 3289.472900 Iteration 10Q: 3 clusters Score -105910.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -105926.015625 Penalty: 3289.472900 Iteration 11Q: 3 clusters Score -105926 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -105933.664062 Penalty: 3289.472900 Iteration 12Q: 3 clusters Score -105933.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -105939.507812 Penalty: 3289.472900 Iteration 13Q: 3 clusters Score -105939.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -105939.507812 Penalty: 3289.472900 Iteration 14F: 3 clusters Score -105939.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29541 members Mstep: Class 4 contains 50747 members Mstep: Class 5 contains 507 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 376 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 31977 members Mstep: Class 10 contains 11178 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 4400 members Mstep: Class 15 contains 40044 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3933 members Mstep: Class 18 contains 6077 members Mstep: Class 19 contains 3993 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 281 members Mstep: Class 22 contains 40316 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1991 members Mstep: Class 25 contains 383 members Entering Unmasked Estep Score: -37737756.000000 Penalty: 76699.429688 Splitting cluster 7 changes total score from -37738428.000000 to -37737756.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Entering Unmasked Estep Score: -172009.250000 Penalty: 1729.438721 Iteration 0F: 2 clusters Score -172009.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -170029.250000 Penalty: 3458.877441 Iteration 0F: 3 clusters Score -170029.2 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -170359.718750 Penalty: 3458.877441 Iteration 1F: 3 clusters Score -170359.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -170458.015625 Penalty: 3458.877441 Iteration 2F: 3 clusters Score -170458 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -170495.218750 Penalty: 3458.877441 Iteration 3Q: 3 clusters Score -170495.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -170519.656250 Penalty: 3458.877441 Iteration 4Q: 3 clusters Score -170519.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -170552.000000 Penalty: 3458.877441 Iteration 5Q: 3 clusters Score -170552 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -170575.671875 Penalty: 3458.877441 Iteration 6Q: 3 clusters Score -170575.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -170589.718750 Penalty: 3458.877441 Iteration 7Q: 3 clusters Score -170589.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -170612.984375 Penalty: 3458.877441 Iteration 8Q: 3 clusters Score -170613 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -170637.578125 Penalty: 3458.877441 Iteration 9Q: 3 clusters Score -170637.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -170657.937500 Penalty: 3458.877441 Iteration 10Q: 3 clusters Score -170657.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -170663.062500 Penalty: 3458.877441 Iteration 11Q: 3 clusters Score -170663.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -170667.203125 Penalty: 3458.877441 Iteration 12Q: 3 clusters Score -170667.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -170669.109375 Penalty: 3458.877441 Iteration 13Q: 3 clusters Score -170669.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -170669.703125 Penalty: 3458.877441 Iteration 14Q: 3 clusters Score -170669.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -170672.359375 Penalty: 3458.877441 Iteration 15Q: 3 clusters Score -170672.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -170672.796875 Penalty: 3458.877441 Iteration 16Q: 3 clusters Score -170672.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -170673.218750 Penalty: 3458.877441 Iteration 17Q: 3 clusters Score -170673.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -170673.218750 Penalty: 3458.877441 Iteration 18F: 3 clusters Score -170673.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (31977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31977 members Entering Unmasked Estep Score: -5209418.000000 Penalty: 2572.447510 Iteration 0F: 2 clusters Score -5209418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16010 members Mstep: Class 2 contains 15967 members Entering Unmasked Estep Score: -5187493.000000 Penalty: 5144.895020 Iteration 0F: 3 clusters Score -5187493 nChanged 14507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16617 members Mstep: Class 2 contains 15360 members Entering Unmasked Estep Score: -5195418.000000 Penalty: 5144.895020 Iteration 1F: 3 clusters Score -5195418 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17033 members Mstep: Class 2 contains 14944 members Entering Unmasked Estep Score: -5196159.000000 Penalty: 5144.895020 Iteration 2F: 3 clusters Score -5196159 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17600 members Mstep: Class 2 contains 14377 members Entering Unmasked Estep Score: -5197121.000000 Penalty: 5144.895020 Iteration 3F: 3 clusters Score -5197121 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18354 members Mstep: Class 2 contains 13623 members Entering Unmasked Estep Score: -5198311.000000 Penalty: 5144.895020 Iteration 4F: 3 clusters Score -5198311 nChanged 2075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19271 members Mstep: Class 2 contains 12706 members Entering Unmasked Estep Score: -5199566.000000 Penalty: 5144.895020 Iteration 5F: 3 clusters Score -5199566 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20264 members Mstep: Class 2 contains 11713 members Entering Unmasked Estep Score: -5200901.500000 Penalty: 5144.895020 Iteration 6F: 3 clusters Score -5200902 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21335 members Mstep: Class 2 contains 10642 members Entering Unmasked Estep Score: -5202214.500000 Penalty: 5144.895020 Iteration 7F: 3 clusters Score -5202214 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22346 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -5203344.000000 Penalty: 5144.895020 Iteration 8F: 3 clusters Score -5203344 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23250 members Mstep: Class 2 contains 8727 members Entering Unmasked Estep Score: -5204335.500000 Penalty: 5144.895020 Iteration 9Q: 3 clusters Score -5204336 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23994 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -5205020.000000 Penalty: 5144.895020 Iteration 10Q: 3 clusters Score -5205020 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24651 members Mstep: Class 2 contains 7326 members Entering Unmasked Estep Score: -5205601.000000 Penalty: 5144.895020 Iteration 11Q: 3 clusters Score -5205601 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25167 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -5206056.000000 Penalty: 5144.895020 Iteration 12Q: 3 clusters Score -5206056 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25607 members Mstep: Class 2 contains 6370 members Entering Unmasked Estep Score: -5206477.000000 Penalty: 5144.895020 Iteration 13Q: 3 clusters Score -5206477 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25964 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -5206747.000000 Penalty: 5144.895020 Iteration 14Q: 3 clusters Score -5206747 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26281 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -5206959.000000 Penalty: 5144.895020 Iteration 15Q: 3 clusters Score -5206959 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26525 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -5207144.500000 Penalty: 5144.895020 Iteration 16Q: 3 clusters Score -5207144 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26759 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -5207283.500000 Penalty: 5144.895020 Iteration 17Q: 3 clusters Score -5207284 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26996 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -5207378.000000 Penalty: 5144.895020 Iteration 18Q: 3 clusters Score -5207378 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27227 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -5207494.500000 Penalty: 5144.895020 Iteration 19Q: 3 clusters Score -5207494 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27446 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -5207586.000000 Penalty: 5144.895020 Iteration 20F: 3 clusters Score -5207586 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27647 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -5207654.500000 Penalty: 5144.895020 Iteration 21Q: 3 clusters Score -5207654 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27837 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -5207731.500000 Penalty: 5144.895020 Iteration 22Q: 3 clusters Score -5207732 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28015 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -5207800.000000 Penalty: 5144.895020 Iteration 23Q: 3 clusters Score -5207800 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28199 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -5207852.500000 Penalty: 5144.895020 Iteration 24Q: 3 clusters Score -5207852 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28356 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -5207891.000000 Penalty: 5144.895020 Iteration 25Q: 3 clusters Score -5207891 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28500 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -5207940.500000 Penalty: 5144.895020 Iteration 26Q: 3 clusters Score -5207940 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28629 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -5207979.000000 Penalty: 5144.895020 Iteration 27Q: 3 clusters Score -5207979 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28734 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -5208008.500000 Penalty: 5144.895020 Iteration 28Q: 3 clusters Score -5208008 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28832 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -5208056.000000 Penalty: 5144.895020 Iteration 29Q: 3 clusters Score -5208056 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28927 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -5208082.500000 Penalty: 5144.895020 Iteration 30Q: 3 clusters Score -5208082 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29003 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -5208109.000000 Penalty: 5144.895020 Iteration 31Q: 3 clusters Score -5208109 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29083 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -5208134.000000 Penalty: 5144.895020 Iteration 32Q: 3 clusters Score -5208134 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29151 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -5208156.000000 Penalty: 5144.895020 Iteration 33Q: 3 clusters Score -5208156 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29223 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -5208169.000000 Penalty: 5144.895020 Iteration 34Q: 3 clusters Score -5208169 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29285 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -5208180.000000 Penalty: 5144.895020 Iteration 35Q: 3 clusters Score -5208180 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29340 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -5208185.500000 Penalty: 5144.895020 Iteration 36Q: 3 clusters Score -5208186 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29391 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -5208198.000000 Penalty: 5144.895020 Iteration 37Q: 3 clusters Score -5208198 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29439 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -5208193.000000 Penalty: 5144.895020 Iteration 38Q: 3 clusters Score -5208193 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29479 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -5208208.000000 Penalty: 5144.895020 Iteration 39Q: 3 clusters Score -5208208 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29506 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -5208223.500000 Penalty: 5144.895020 Iteration 40F: 3 clusters Score -5208224 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29530 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -5208229.500000 Penalty: 5144.895020 Iteration 41Q: 3 clusters Score -5208230 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29551 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -5208235.500000 Penalty: 5144.895020 Iteration 42Q: 3 clusters Score -5208236 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29575 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -5208244.000000 Penalty: 5144.895020 Iteration 43Q: 3 clusters Score -5208244 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29601 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -5208255.000000 Penalty: 5144.895020 Iteration 44Q: 3 clusters Score -5208255 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29631 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -5208262.000000 Penalty: 5144.895020 Iteration 45Q: 3 clusters Score -5208262 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29660 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -5208283.500000 Penalty: 5144.895020 Iteration 46Q: 3 clusters Score -5208284 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29694 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -5208288.500000 Penalty: 5144.895020 Iteration 47Q: 3 clusters Score -5208288 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29719 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -5208282.000000 Penalty: 5144.895020 Iteration 48Q: 3 clusters Score -5208282 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29735 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -5208286.500000 Penalty: 5144.895020 Iteration 49Q: 3 clusters Score -5208286 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29747 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -5208292.500000 Penalty: 5144.895020 Iteration 50Q: 3 clusters Score -5208292 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29758 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -5208299.500000 Penalty: 5144.895020 Iteration 51Q: 3 clusters Score -5208300 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29764 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -5208302.000000 Penalty: 5144.895020 Iteration 52Q: 3 clusters Score -5208302 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29778 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -5208308.000000 Penalty: 5144.895020 Iteration 53Q: 3 clusters Score -5208308 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29787 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -5208308.500000 Penalty: 5144.895020 Iteration 54Q: 3 clusters Score -5208308 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29791 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -5208306.000000 Penalty: 5144.895020 Iteration 55Q: 3 clusters Score -5208306 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29795 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -5208317.500000 Penalty: 5144.895020 Iteration 56Q: 3 clusters Score -5208318 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29798 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -5208313.500000 Penalty: 5144.895020 Iteration 57Q: 3 clusters Score -5208314 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29801 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -5208310.000000 Penalty: 5144.895020 Iteration 58Q: 3 clusters Score -5208310 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29807 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -5208311.000000 Penalty: 5144.895020 Iteration 59Q: 3 clusters Score -5208311 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29814 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -5208319.000000 Penalty: 5144.895020 Iteration 60F: 3 clusters Score -5208319 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29825 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -5208314.500000 Penalty: 5144.895020 Iteration 61Q: 3 clusters Score -5208314 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29836 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -5208345.000000 Penalty: 5144.895020 Iteration 66Q: 3 clusters Score -5208345 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29917 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -5208355.000000 Penalty: 5144.895020 Iteration 67Q: 3 clusters Score -5208355 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29928 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -5208356.000000 Penalty: 5144.895020 Iteration 68Q: 3 clusters Score -5208356 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29945 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -5208361.000000 Penalty: 5144.895020 Iteration 69Q: 3 clusters Score -5208361 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29965 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -5208361.500000 Penalty: 5144.895020 Iteration 70Q: 3 clusters Score -5208362 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29980 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -5208380.000000 Penalty: 5144.895020 Iteration 71Q: 3 clusters Score -5208380 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29994 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -5208374.500000 Penalty: 5144.895020 Iteration 72Q: 3 clusters Score -5208374 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30002 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -5208381.500000 Penalty: 5144.895020 Iteration 73Q: 3 clusters Score -5208382 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30015 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -5208379.500000 Penalty: 5144.895020 Iteration 74Q: 3 clusters Score -5208380 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30028 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -5208373.500000 Penalty: 5144.895020 Iteration 75Q: 3 clusters Score -5208374 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30047 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -5208376.500000 Penalty: 5144.895020 Iteration 76Q: 3 clusters Score -5208376 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30069 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -5208384.000000 Penalty: 5144.895020 Iteration 77Q: 3 clusters Score -5208384 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30087 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -5208388.500000 Penalty: 5144.895020 Iteration 78Q: 3 clusters Score -5208388 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30105 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -5208392.000000 Penalty: 5144.895020 Iteration 79Q: 3 clusters Score -5208392 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30115 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -5208401.000000 Penalty: 5144.895020 Iteration 80F: 3 clusters Score -5208401 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30127 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -5208394.500000 Penalty: 5144.895020 Iteration 81Q: 3 clusters Score -5208394 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30135 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -5208389.000000 Penalty: 5144.895020 Iteration 82Q: 3 clusters Score -5208389 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30143 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -5208396.000000 Penalty: 5144.895020 Iteration 83Q: 3 clusters Score -5208396 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30150 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -5208390.500000 Penalty: 5144.895020 Iteration 84Q: 3 clusters Score -5208390 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30155 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -5208396.000000 Penalty: 5144.895020 Iteration 85Q: 3 clusters Score -5208396 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30158 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -5208398.500000 Penalty: 5144.895020 Iteration 86Q: 3 clusters Score -5208398 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30161 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -5208405.500000 Penalty: 5144.895020 Iteration 87Q: 3 clusters Score -5208406 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30164 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -5208408.500000 Penalty: 5144.895020 Iteration 88Q: 3 clusters Score -5208408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30167 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -5208415.000000 Penalty: 5144.895020 Iteration 89Q: 3 clusters Score -5208415 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30170 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -5208408.500000 Penalty: 5144.895020 Iteration 90Q: 3 clusters Score -5208408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30173 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -5208410.000000 Penalty: 5144.895020 Iteration 91Q: 3 clusters Score -5208410 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30176 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -5208409.000000 Penalty: 5144.895020 Iteration 92Q: 3 clusters Score -5208409 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30178 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -5208407.000000 Penalty: 5144.895020 Iteration 93Q: 3 clusters Score -5208407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30180 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -5208405.000000 Penalty: 5144.895020 Iteration 94Q: 3 clusters Score -5208405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30181 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -5208406.000000 Penalty: 5144.895020 Iteration 95Q: 3 clusters Score -5208406 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30181 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -5208406.000000 Penalty: 5144.895020 Iteration 96F: 3 clusters Score -5208406 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (11178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11178 members Entering Unmasked Estep Score: -1781099.625000 Penalty: 2311.782227 Iteration 0F: 2 clusters Score -1781100 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -1772692.000000 Penalty: 4623.564453 Iteration 0F: 3 clusters Score -1772692 nChanged 4740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -1775390.750000 Penalty: 4623.564453 Iteration 1F: 3 clusters Score -1775391 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -1776054.500000 Penalty: 4623.564453 Iteration 2F: 3 clusters Score -1776054 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -1776694.750000 Penalty: 4623.564453 Iteration 3F: 3 clusters Score -1776695 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1777260.500000 Penalty: 4623.564453 Iteration 4F: 3 clusters Score -1777260 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -1777714.250000 Penalty: 4623.564453 Iteration 5F: 3 clusters Score -1777714 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -1778056.625000 Penalty: 4623.564453 Iteration 6Q: 3 clusters Score -1778057 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -1778323.750000 Penalty: 4623.564453 Iteration 7Q: 3 clusters Score -1778324 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8223 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -1778555.500000 Penalty: 4623.564453 Iteration 8Q: 3 clusters Score -1778556 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -1778771.250000 Penalty: 4623.564453 Iteration 9Q: 3 clusters Score -1778771 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -1779017.625000 Penalty: 4623.564453 Iteration 10Q: 3 clusters Score -1779018 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -1779237.625000 Penalty: 4623.564453 Iteration 11Q: 3 clusters Score -1779238 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9200 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -1779416.250000 Penalty: 4623.564453 Iteration 12Q: 3 clusters Score -1779416 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -1779550.000000 Penalty: 4623.564453 Iteration 13Q: 3 clusters Score -1779550 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9573 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -1779668.125000 Penalty: 4623.564453 Iteration 14Q: 3 clusters Score -1779668 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -1779746.625000 Penalty: 4623.564453 Iteration 15Q: 3 clusters Score -1779747 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9823 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1779802.375000 Penalty: 4623.564453 Iteration 16Q: 3 clusters Score -1779802 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -1779840.125000 Penalty: 4623.564453 Iteration 17Q: 3 clusters Score -1779840 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9957 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -1779859.000000 Penalty: 4623.564453 Iteration 18Q: 3 clusters Score -1779859 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9998 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1779873.750000 Penalty: 4623.564453 Iteration 19Q: 3 clusters Score -1779874 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10029 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -1779886.000000 Penalty: 4623.564453 Iteration 20F: 3 clusters Score -1779886 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10060 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -1779897.000000 Penalty: 4623.564453 Iteration 21Q: 3 clusters Score -1779897 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10078 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -1779905.375000 Penalty: 4623.564453 Iteration 22Q: 3 clusters Score -1779905 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -1779918.000000 Penalty: 4623.564453 Iteration 23Q: 3 clusters Score -1779918 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -1779921.625000 Penalty: 4623.564453 Iteration 24Q: 3 clusters Score -1779922 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10125 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -1779927.625000 Penalty: 4623.564453 Iteration 25Q: 3 clusters Score -1779928 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10137 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -1779931.250000 Penalty: 4623.564453 Iteration 26Q: 3 clusters Score -1779931 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10147 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1779932.625000 Penalty: 4623.564453 Iteration 27Q: 3 clusters Score -1779933 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10156 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -1779935.250000 Penalty: 4623.564453 Iteration 28Q: 3 clusters Score -1779935 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10165 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1779940.875000 Penalty: 4623.564453 Iteration 29Q: 3 clusters Score -1779941 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10173 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1779943.500000 Penalty: 4623.564453 Iteration 30Q: 3 clusters Score -1779944 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -1779947.000000 Penalty: 4623.564453 Iteration 31Q: 3 clusters Score -1779947 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10190 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1779947.875000 Penalty: 4623.564453 Iteration 32Q: 3 clusters Score -1779948 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10192 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1779949.375000 Penalty: 4623.564453 Iteration 33Q: 3 clusters Score -1779949 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -1779948.000000 Penalty: 4623.564453 Iteration 34Q: 3 clusters Score -1779948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10197 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -1779948.000000 Penalty: 4623.564453 Iteration 35Q: 3 clusters Score -1779948 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1779948.375000 Penalty: 4623.564453 Iteration 36Q: 3 clusters Score -1779948 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1779948.375000 Penalty: 4623.564453 Iteration 37F: 3 clusters Score -1779948 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Entering Unmasked Estep Score: -119360.171875 Penalty: 1651.186768 Iteration 0F: 2 clusters Score -119360.2 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 410 members Entering Unmasked Estep Score: -117630.484375 Penalty: 3302.373535 Iteration 0F: 3 clusters Score -117630.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -117885.937500 Penalty: 3302.373535 Iteration 1F: 3 clusters Score -117885.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -117979.531250 Penalty: 3302.373535 Iteration 2F: 3 clusters Score -117979.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -118041.968750 Penalty: 3302.373535 Iteration 3Q: 3 clusters Score -118042 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -118100.468750 Penalty: 3302.373535 Iteration 4Q: 3 clusters Score -118100.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -118146.828125 Penalty: 3302.373535 Iteration 5Q: 3 clusters Score -118146.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -118202.187500 Penalty: 3302.373535 Iteration 6Q: 3 clusters Score -118202.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -118222.398438 Penalty: 3302.373535 Iteration 7Q: 3 clusters Score -118222.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -118239.773438 Penalty: 3302.373535 Iteration 8Q: 3 clusters Score -118239.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -118271.679688 Penalty: 3302.373535 Iteration 9Q: 3 clusters Score -118271.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -118306.625000 Penalty: 3302.373535 Iteration 10Q: 3 clusters Score -118306.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -118326.414062 Penalty: 3302.373535 Iteration 11Q: 3 clusters Score -118326.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -118369.359375 Penalty: 3302.373535 Iteration 12Q: 3 clusters Score -118369.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -118445.062500 Penalty: 3302.373535 Iteration 13Q: 3 clusters Score -118445.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -118502.750000 Penalty: 3302.373535 Iteration 14Q: 3 clusters Score -118502.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -118531.789062 Penalty: 3302.373535 Iteration 15Q: 3 clusters Score -118531.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -118558.554688 Penalty: 3302.373535 Iteration 16Q: 3 clusters Score -118558.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -118578.812500 Penalty: 3302.373535 Iteration 17Q: 3 clusters Score -118578.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -118589.023438 Penalty: 3302.373535 Iteration 18Q: 3 clusters Score -118589 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -118598.554688 Penalty: 3302.373535 Iteration 19Q: 3 clusters Score -118598.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -118613.867188 Penalty: 3302.373535 Iteration 20F: 3 clusters Score -118613.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -118614.507812 Penalty: 3302.373535 Iteration 21Q: 3 clusters Score -118614.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -118614.507812 Penalty: 3302.373535 Iteration 22F: 3 clusters Score -118614.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -46629.707031 Penalty: 1455.585693 Iteration 0F: 2 clusters Score -46629.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -45488.609375 Penalty: 2911.171387 Iteration 0F: 3 clusters Score -45488.61 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -45739.898438 Penalty: 2911.171387 Iteration 1F: 3 clusters Score -45739.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -45803.792969 Penalty: 2911.171387 Iteration 2Q: 3 clusters Score -45803.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -45847.179688 Penalty: 2911.171387 Iteration 3Q: 3 clusters Score -45847.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -45864.632812 Penalty: 2911.171387 Iteration 4Q: 3 clusters Score -45864.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -45870.695312 Penalty: 2911.171387 Iteration 5Q: 3 clusters Score -45870.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -45870.695312 Penalty: 2911.171387 Iteration 6F: 3 clusters Score -45870.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Entering Unmasked Estep Score: -106813.835938 Penalty: 1643.097290 Iteration 0F: 2 clusters Score -106813.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -105094.835938 Penalty: 3286.194580 Iteration 0F: 3 clusters Score -105094.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -105395.445312 Penalty: 3286.194580 Iteration 1F: 3 clusters Score -105395.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -105489.734375 Penalty: 3286.194580 Iteration 2F: 3 clusters Score -105489.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -105568.859375 Penalty: 3286.194580 Iteration 3Q: 3 clusters Score -105568.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -105625.812500 Penalty: 3286.194580 Iteration 4Q: 3 clusters Score -105625.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -105682.781250 Penalty: 3286.194580 Iteration 5Q: 3 clusters Score -105682.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -105721.835938 Penalty: 3286.194580 Iteration 6Q: 3 clusters Score -105721.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -105763.312500 Penalty: 3286.194580 Iteration 7Q: 3 clusters Score -105763.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -105798.046875 Penalty: 3286.194580 Iteration 8Q: 3 clusters Score -105798 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -105858.101562 Penalty: 3286.194580 Iteration 9Q: 3 clusters Score -105858.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -105892.359375 Penalty: 3286.194580 Iteration 10Q: 3 clusters Score -105892.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -105912.132812 Penalty: 3286.194580 Iteration 11Q: 3 clusters Score -105912.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -105920.234375 Penalty: 3286.194580 Iteration 12Q: 3 clusters Score -105920.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -105926.554688 Penalty: 3286.194580 Iteration 13Q: 3 clusters Score -105926.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -105936.718750 Penalty: 3286.194580 Iteration 14Q: 3 clusters Score -105936.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -105939.203125 Penalty: 3286.194580 Iteration 15Q: 3 clusters Score -105939.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -105940.585938 Penalty: 3286.194580 Iteration 16Q: 3 clusters Score -105940.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -105940.585938 Penalty: 3286.194580 Iteration 17F: 3 clusters Score -105940.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Entering Unmasked Estep Score: -720457.562500 Penalty: 2080.561035 Iteration 0F: 2 clusters Score -720457.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -716397.625000 Penalty: 4161.122070 Iteration 0F: 3 clusters Score -716397.6 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -717636.812500 Penalty: 4161.122070 Iteration 1F: 3 clusters Score -717636.8 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -718124.062500 Penalty: 4161.122070 Iteration 2F: 3 clusters Score -718124.1 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -718578.125000 Penalty: 4161.122070 Iteration 3F: 3 clusters Score -718578.1 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -718983.000000 Penalty: 4161.122070 Iteration 4F: 3 clusters Score -718983 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -719240.000000 Penalty: 4161.122070 Iteration 5F: 3 clusters Score -719240 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -719384.875000 Penalty: 4161.122070 Iteration 6Q: 3 clusters Score -719384.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -719460.187500 Penalty: 4161.122070 Iteration 7Q: 3 clusters Score -719460.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -719506.875000 Penalty: 4161.122070 Iteration 8Q: 3 clusters Score -719506.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -719539.875000 Penalty: 4161.122070 Iteration 9Q: 3 clusters Score -719539.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -719563.187500 Penalty: 4161.122070 Iteration 10Q: 3 clusters Score -719563.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -719583.437500 Penalty: 4161.122070 Iteration 11Q: 3 clusters Score -719583.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -719601.000000 Penalty: 4161.122070 Iteration 12Q: 3 clusters Score -719601 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -719616.312500 Penalty: 4161.122070 Iteration 13Q: 3 clusters Score -719616.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -719626.125000 Penalty: 4161.122070 Iteration 14Q: 3 clusters Score -719626.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -719633.875000 Penalty: 4161.122070 Iteration 15Q: 3 clusters Score -719633.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -719639.562500 Penalty: 4161.122070 Iteration 16Q: 3 clusters Score -719639.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -719645.187500 Penalty: 4161.122070 Iteration 17Q: 3 clusters Score -719645.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -719653.500000 Penalty: 4161.122070 Iteration 18Q: 3 clusters Score -719653.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -719661.562500 Penalty: 4161.122070 Iteration 19Q: 3 clusters Score -719661.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -719667.375000 Penalty: 4161.122070 Iteration 20F: 3 clusters Score -719667.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -719674.000000 Penalty: 4161.122070 Iteration 21Q: 3 clusters Score -719674 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -719680.812500 Penalty: 4161.122070 Iteration 22Q: 3 clusters Score -719680.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -719685.312500 Penalty: 4161.122070 Iteration 23Q: 3 clusters Score -719685.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -719688.062500 Penalty: 4161.122070 Iteration 24Q: 3 clusters Score -719688.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -719688.625000 Penalty: 4161.122070 Iteration 25Q: 3 clusters Score -719688.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -719691.187500 Penalty: 4161.122070 Iteration 26Q: 3 clusters Score -719691.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -719691.500000 Penalty: 4161.122070 Iteration 27Q: 3 clusters Score -719691.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -719691.937500 Penalty: 4161.122070 Iteration 28Q: 3 clusters Score -719691.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -719694.750000 Penalty: 4161.122070 Iteration 29Q: 3 clusters Score -719694.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -719694.750000 Penalty: 4161.122070 Iteration 30Q: 3 clusters Score -719694.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -719695.500000 Penalty: 4161.122070 Iteration 31Q: 3 clusters Score -719695.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -719697.312500 Penalty: 4161.122070 Iteration 32Q: 3 clusters Score -719697.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -719697.687500 Penalty: 4161.122070 Iteration 33Q: 3 clusters Score -719697.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -719697.000000 Penalty: 4161.122070 Iteration 34Q: 3 clusters Score -719697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -719698.250000 Penalty: 4161.122070 Iteration 35Q: 3 clusters Score -719698.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -719698.250000 Penalty: 4161.122070 Iteration 36F: 3 clusters Score -719698.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (40044 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40044 members Entering Unmasked Estep Score: -6615725.500000 Penalty: 2628.238037 Iteration 0F: 2 clusters Score -6615726 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20038 members Mstep: Class 2 contains 20006 members Entering Unmasked Estep Score: -6589986.500000 Penalty: 5256.476074 Iteration 0F: 3 clusters Score -6589986 nChanged 18356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19954 members Mstep: Class 2 contains 20090 members Entering Unmasked Estep Score: -6600054.500000 Penalty: 5256.476074 Iteration 1F: 3 clusters Score -6600054 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19886 members Mstep: Class 2 contains 20158 members Entering Unmasked Estep Score: -6600578.000000 Penalty: 5256.476074 Iteration 2Q: 3 clusters Score -6600578 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19856 members Mstep: Class 2 contains 20188 members Entering Unmasked Estep Score: -6601106.000000 Penalty: 5256.476074 Iteration 3Q: 3 clusters Score -6601106 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19910 members Mstep: Class 2 contains 20134 members Entering Unmasked Estep Score: -6601666.000000 Penalty: 5256.476074 Iteration 4Q: 3 clusters Score -6601666 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20033 members Mstep: Class 2 contains 20011 members Entering Unmasked Estep Score: -6602390.500000 Penalty: 5256.476074 Iteration 5Q: 3 clusters Score -6602390 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20271 members Mstep: Class 2 contains 19773 members Entering Unmasked Estep Score: -6603273.500000 Penalty: 5256.476074 Iteration 6Q: 3 clusters Score -6603274 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20719 members Mstep: Class 2 contains 19325 members Entering Unmasked Estep Score: -6604500.000000 Penalty: 5256.476074 Iteration 7F: 3 clusters Score -6604500 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21373 members Mstep: Class 2 contains 18671 members Entering Unmasked Estep Score: -6606047.000000 Penalty: 5256.476074 Iteration 8F: 3 clusters Score -6606047 nChanged 2565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22176 members Mstep: Class 2 contains 17868 members Entering Unmasked Estep Score: -6607889.000000 Penalty: 5256.476074 Iteration 9F: 3 clusters Score -6607889 nChanged 2450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22980 members Mstep: Class 2 contains 17064 members Entering Unmasked Estep Score: -6609649.500000 Penalty: 5256.476074 Iteration 10F: 3 clusters Score -6609650 nChanged 1962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23696 members Mstep: Class 2 contains 16348 members Entering Unmasked Estep Score: -6610855.000000 Penalty: 5256.476074 Iteration 11Q: 3 clusters Score -6610855 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24355 members Mstep: Class 2 contains 15689 members Entering Unmasked Estep Score: -6611630.000000 Penalty: 5256.476074 Iteration 12Q: 3 clusters Score -6611630 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24985 members Mstep: Class 2 contains 15059 members Entering Unmasked Estep Score: -6612122.000000 Penalty: 5256.476074 Iteration 13Q: 3 clusters Score -6612122 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25558 members Mstep: Class 2 contains 14486 members Entering Unmasked Estep Score: -6612460.000000 Penalty: 5256.476074 Iteration 14Q: 3 clusters Score -6612460 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26059 members Mstep: Class 2 contains 13985 members Entering Unmasked Estep Score: -6612691.500000 Penalty: 5256.476074 Iteration 15Q: 3 clusters Score -6612692 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26515 members Mstep: Class 2 contains 13529 members Entering Unmasked Estep Score: -6612860.500000 Penalty: 5256.476074 Iteration 16Q: 3 clusters Score -6612860 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26949 members Mstep: Class 2 contains 13095 members Entering Unmasked Estep Score: -6613002.000000 Penalty: 5256.476074 Iteration 17Q: 3 clusters Score -6613002 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27309 members Mstep: Class 2 contains 12735 members Entering Unmasked Estep Score: -6613116.000000 Penalty: 5256.476074 Iteration 18Q: 3 clusters Score -6613116 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27644 members Mstep: Class 2 contains 12400 members Entering Unmasked Estep Score: -6613190.000000 Penalty: 5256.476074 Iteration 19Q: 3 clusters Score -6613190 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27942 members Mstep: Class 2 contains 12102 members Entering Unmasked Estep Score: -6613217.500000 Penalty: 5256.476074 Iteration 20F: 3 clusters Score -6613218 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28202 members Mstep: Class 2 contains 11842 members Entering Unmasked Estep Score: -6613246.000000 Penalty: 5256.476074 Iteration 21Q: 3 clusters Score -6613246 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28452 members Mstep: Class 2 contains 11592 members Entering Unmasked Estep Score: -6613304.500000 Penalty: 5256.476074 Iteration 22Q: 3 clusters Score -6613304 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28655 members Mstep: Class 2 contains 11389 members Entering Unmasked Estep Score: -6613345.000000 Penalty: 5256.476074 Iteration 23Q: 3 clusters Score -6613345 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28880 members Mstep: Class 2 contains 11164 members Entering Unmasked Estep Score: -6613376.000000 Penalty: 5256.476074 Iteration 24Q: 3 clusters Score -6613376 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29106 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -6613398.500000 Penalty: 5256.476074 Iteration 25Q: 3 clusters Score -6613398 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29335 members Mstep: Class 2 contains 10709 members Entering Unmasked Estep Score: -6613417.500000 Penalty: 5256.476074 Iteration 26Q: 3 clusters Score -6613418 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29548 members Mstep: Class 2 contains 10496 members Entering Unmasked Estep Score: -6613441.000000 Penalty: 5256.476074 Iteration 27Q: 3 clusters Score -6613441 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29735 members Mstep: Class 2 contains 10309 members Entering Unmasked Estep Score: -6613459.500000 Penalty: 5256.476074 Iteration 28Q: 3 clusters Score -6613460 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29921 members Mstep: Class 2 contains 10123 members Entering Unmasked Estep Score: -6613483.000000 Penalty: 5256.476074 Iteration 29Q: 3 clusters Score -6613483 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30088 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -6613466.500000 Penalty: 5256.476074 Iteration 30Q: 3 clusters Score -6613466 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30235 members Mstep: Class 2 contains 9809 members Entering Unmasked Estep Score: -6613481.000000 Penalty: 5256.476074 Iteration 31Q: 3 clusters Score -6613481 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30369 members Mstep: Class 2 contains 9675 members Entering Unmasked Estep Score: -6613482.500000 Penalty: 5256.476074 Iteration 32Q: 3 clusters Score -6613482 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30497 members Mstep: Class 2 contains 9547 members Entering Unmasked Estep Score: -6613479.500000 Penalty: 5256.476074 Iteration 33Q: 3 clusters Score -6613480 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30594 members Mstep: Class 2 contains 9450 members Entering Unmasked Estep Score: -6613483.000000 Penalty: 5256.476074 Iteration 34Q: 3 clusters Score -6613483 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30690 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -6613510.000000 Penalty: 5256.476074 Iteration 35Q: 3 clusters Score -6613510 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30781 members Mstep: Class 2 contains 9263 members Entering Unmasked Estep Score: -6613503.000000 Penalty: 5256.476074 Iteration 36Q: 3 clusters Score -6613503 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30864 members Mstep: Class 2 contains 9180 members Entering Unmasked Estep Score: -6613509.000000 Penalty: 5256.476074 Iteration 37Q: 3 clusters Score -6613509 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30956 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -6613519.000000 Penalty: 5256.476074 Iteration 38Q: 3 clusters Score -6613519 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31043 members Mstep: Class 2 contains 9001 members Entering Unmasked Estep Score: -6613537.000000 Penalty: 5256.476074 Iteration 39Q: 3 clusters Score -6613537 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31118 members Mstep: Class 2 contains 8926 members Entering Unmasked Estep Score: -6613527.000000 Penalty: 5256.476074 Iteration 40F: 3 clusters Score -6613527 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31192 members Mstep: Class 2 contains 8852 members Entering Unmasked Estep Score: -6613511.500000 Penalty: 5256.476074 Iteration 41Q: 3 clusters Score -6613512 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31261 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -6613501.500000 Penalty: 5256.476074 Iteration 42Q: 3 clusters Score -6613502 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31328 members Mstep: Class 2 contains 8716 members Entering Unmasked Estep Score: -6613502.500000 Penalty: 5256.476074 Iteration 43Q: 3 clusters Score -6613502 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31393 members Mstep: Class 2 contains 8651 members Entering Unmasked Estep Score: -6613502.500000 Penalty: 5256.476074 Iteration 44Q: 3 clusters Score -6613502 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31441 members Mstep: Class 2 contains 8603 members Entering Unmasked Estep Score: -6613501.500000 Penalty: 5256.476074 Iteration 45Q: 3 clusters Score -6613502 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31481 members Mstep: Class 2 contains 8563 members Entering Unmasked Estep Score: -6613502.000000 Penalty: 5256.476074 Iteration 46Q: 3 clusters Score -6613502 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31516 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -6613512.500000 Penalty: 5256.476074 Iteration 47Q: 3 clusters Score -6613512 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31550 members Mstep: Class 2 contains 8494 members Entering Unmasked Estep Score: -6613520.000000 Penalty: 5256.476074 Iteration 48Q: 3 clusters Score -6613520 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31579 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -6613512.000000 Penalty: 5256.476074 Iteration 49Q: 3 clusters Score -6613512 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31620 members Mstep: Class 2 contains 8424 members Entering Unmasked Estep Score: -6613507.000000 Penalty: 5256.476074 Iteration 50Q: 3 clusters Score -6613507 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31655 members Mstep: Class 2 contains 8389 members Entering Unmasked Estep Score: -6613527.000000 Penalty: 5256.476074 Iteration 51Q: 3 clusters Score -6613527 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31693 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -6613512.500000 Penalty: 5256.476074 Iteration 52Q: 3 clusters Score -6613512 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31726 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -6613506.000000 Penalty: 5256.476074 Iteration 53Q: 3 clusters Score -6613506 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31770 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -6613512.000000 Penalty: 5256.476074 Iteration 54Q: 3 clusters Score -6613512 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31806 members Mstep: Class 2 contains 8238 members Entering Unmasked Estep Score: -6613511.000000 Penalty: 5256.476074 Iteration 55Q: 3 clusters Score -6613511 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31843 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -6613511.000000 Penalty: 5256.476074 Iteration 56Q: 3 clusters Score -6613511 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31885 members Mstep: Class 2 contains 8159 members Entering Unmasked Estep Score: -6613515.500000 Penalty: 5256.476074 Iteration 57Q: 3 clusters Score -6613516 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31923 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -6613517.000000 Penalty: 5256.476074 Iteration 58Q: 3 clusters Score -6613517 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31957 members Mstep: Class 2 contains 8087 members Entering Unmasked Estep Score: -6613509.500000 Penalty: 5256.476074 Iteration 59Q: 3 clusters Score -6613510 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31998 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -6613521.000000 Penalty: 5256.476074 Iteration 60F: 3 clusters Score -6613521 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32031 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -6613514.500000 Penalty: 5256.476074 Iteration 61Q: 3 clusters Score -6613514 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32065 members Mstep: Class 2 contains 7979 members Entering Unmasked Estep Score: -6613514.500000 Penalty: 5256.476074 Iteration 62Q: 3 clusters Score -6613514 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32097 members Mstep: Class 2 contains 7947 members Entering Unmasked Estep Score: -6613529.500000 Penalty: 5256.476074 Iteration 63Q: 3 clusters Score -6613530 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32132 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -6613529.500000 Penalty: 5256.476074 Iteration 64Q: 3 clusters Score -6613530 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32171 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -6613520.500000 Penalty: 5256.476074 Iteration 65Q: 3 clusters Score -6613520 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32194 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -6613536.000000 Penalty: 5256.476074 Iteration 66Q: 3 clusters Score -6613536 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32218 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -6613525.500000 Penalty: 5256.476074 Iteration 67Q: 3 clusters Score -6613526 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32235 members Mstep: Class 2 contains 7809 members Entering Unmasked Estep Score: -6613533.000000 Penalty: 5256.476074 Iteration 68Q: 3 clusters Score -6613533 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32248 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -6613545.000000 Penalty: 5256.476074 Iteration 69Q: 3 clusters Score -6613545 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32264 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -6613542.500000 Penalty: 5256.476074 Iteration 70Q: 3 clusters Score -6613542 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32280 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -6613566.500000 Penalty: 5256.476074 Iteration 71Q: 3 clusters Score -6613566 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32300 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -6613562.500000 Penalty: 5256.476074 Iteration 72Q: 3 clusters Score -6613562 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32316 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -6613564.000000 Penalty: 5256.476074 Iteration 73Q: 3 clusters Score -6613564 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32336 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -6613558.000000 Penalty: 5256.476074 Iteration 74Q: 3 clusters Score -6613558 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32349 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -6613557.000000 Penalty: 5256.476074 Iteration 75Q: 3 clusters Score -6613557 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32362 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -6613549.000000 Penalty: 5256.476074 Iteration 76Q: 3 clusters Score -6613549 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32374 members Mstep: Class 2 contains 7670 members Entering Unmasked Estep Score: -6613558.000000 Penalty: 5256.476074 Iteration 77Q: 3 clusters Score -6613558 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32385 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -6613557.500000 Penalty: 5256.476074 Iteration 78Q: 3 clusters Score -6613558 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32392 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -6613563.000000 Penalty: 5256.476074 Iteration 79Q: 3 clusters Score -6613563 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32401 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -6613565.000000 Penalty: 5256.476074 Iteration 80F: 3 clusters Score -6613565 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32409 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -6613565.000000 Penalty: 5256.476074 Iteration 81Q: 3 clusters Score -6613565 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32418 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -6613562.500000 Penalty: 5256.476074 Iteration 82Q: 3 clusters Score -6613562 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32432 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -6613558.500000 Penalty: 5256.476074 Iteration 83Q: 3 clusters Score -6613558 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32447 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -6613565.500000 Penalty: 5256.476074 Iteration 84Q: 3 clusters Score -6613566 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32463 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -6613575.000000 Penalty: 5256.476074 Iteration 85Q: 3 clusters Score -6613575 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32477 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -6613578.500000 Penalty: 5256.476074 Iteration 86Q: 3 clusters Score -6613578 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32504 members Mstep: Class 2 contains 7540 members Entering Unmasked Estep Score: -6613574.500000 Penalty: 5256.476074 Iteration 87Q: 3 clusters Score -6613574 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32540 members Mstep: Class 2 contains 7504 members Entering Unmasked Estep Score: -6613579.500000 Penalty: 5256.476074 Iteration 88Q: 3 clusters Score -6613580 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32566 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -6613575.500000 Penalty: 5256.476074 Iteration 89Q: 3 clusters Score -6613576 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32591 members Mstep: Class 2 contains 7453 members Entering Unmasked Estep Score: -6613587.000000 Penalty: 5256.476074 Iteration 90Q: 3 clusters Score -6613587 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32617 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -6613582.000000 Penalty: 5256.476074 Iteration 91Q: 3 clusters Score -6613582 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32651 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -6613584.000000 Penalty: 5256.476074 Iteration 92Q: 3 clusters Score -6613584 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32694 members Mstep: Class 2 contains 7350 members Entering Unmasked Estep Score: -6613588.500000 Penalty: 5256.476074 Iteration 93Q: 3 clusters Score -6613588 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32732 members Mstep: Class 2 contains 7312 members Entering Unmasked Estep Score: -6613588.000000 Penalty: 5256.476074 Iteration 94Q: 3 clusters Score -6613588 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32769 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -6613578.000000 Penalty: 5256.476074 Iteration 95Q: 3 clusters Score -6613578 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32805 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -6613574.000000 Penalty: 5256.476074 Iteration 96Q: 3 clusters Score -6613574 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32842 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -6613577.000000 Penalty: 5256.476074 Iteration 97Q: 3 clusters Score -6613577 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32882 members Mstep: Class 2 contains 7162 members Entering Unmasked Estep Score: -6613578.000000 Penalty: 5256.476074 Iteration 98Q: 3 clusters Score -6613578 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32934 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -6613583.500000 Penalty: 5256.476074 Iteration 99Q: 3 clusters Score -6613584 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32988 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -6613579.000000 Penalty: 5256.476074 Iteration 100F: 3 clusters Score -6613579 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33042 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -6613599.000000 Penalty: 5256.476074 Iteration 101Q: 3 clusters Score -6613599 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33092 members Mstep: Class 2 contains 6952 members Entering Unmasked Estep Score: -6613600.500000 Penalty: 5256.476074 Iteration 102Q: 3 clusters Score -6613600 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33133 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -6613606.500000 Penalty: 5256.476074 Iteration 103Q: 3 clusters Score -6613606 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33170 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -6613611.500000 Penalty: 5256.476074 Iteration 104Q: 3 clusters Score -6613612 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33196 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -6613601.000000 Penalty: 5256.476074 Iteration 105Q: 3 clusters Score -6613601 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33225 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -6613612.000000 Penalty: 5256.476074 Iteration 106Q: 3 clusters Score -6613612 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33267 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -6613610.500000 Penalty: 5256.476074 Iteration 107Q: 3 clusters Score -6613610 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33297 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -6613621.500000 Penalty: 5256.476074 Iteration 108Q: 3 clusters Score -6613622 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33338 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -6613634.000000 Penalty: 5256.476074 Iteration 109Q: 3 clusters Score -6613634 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33377 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -6613639.500000 Penalty: 5256.476074 Iteration 110Q: 3 clusters Score -6613640 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33403 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -6613663.000000 Penalty: 5256.476074 Iteration 111Q: 3 clusters Score -6613663 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33431 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -6613653.000000 Penalty: 5256.476074 Iteration 112Q: 3 clusters Score -6613653 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33457 members Mstep: Class 2 contains 6587 members Entering Unmasked Estep Score: -6613660.500000 Penalty: 5256.476074 Iteration 113Q: 3 clusters Score -6613660 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33481 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -6613667.500000 Penalty: 5256.476074 Iteration 114Q: 3 clusters Score -6613668 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33510 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -6613666.000000 Penalty: 5256.476074 Iteration 115Q: 3 clusters Score -6613666 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33533 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -6613663.500000 Penalty: 5256.476074 Iteration 116Q: 3 clusters Score -6613664 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33549 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -6613673.500000 Penalty: 5256.476074 Iteration 117Q: 3 clusters Score -6613674 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33562 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -6613684.500000 Penalty: 5256.476074 Iteration 118Q: 3 clusters Score -6613684 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33572 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -6613685.000000 Penalty: 5256.476074 Iteration 119Q: 3 clusters Score -6613685 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33577 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -6613697.000000 Penalty: 5256.476074 Iteration 120F: 3 clusters Score -6613697 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33582 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -6613703.000000 Penalty: 5256.476074 Iteration 121Q: 3 clusters Score -6613703 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33588 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -6613699.500000 Penalty: 5256.476074 Iteration 122Q: 3 clusters Score -6613700 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33592 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -6613703.500000 Penalty: 5256.476074 Iteration 123Q: 3 clusters Score -6613704 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33595 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -6613699.500000 Penalty: 5256.476074 Iteration 124Q: 3 clusters Score -6613700 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33597 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -6613692.000000 Penalty: 5256.476074 Iteration 125Q: 3 clusters Score -6613692 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33598 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -6613694.000000 Penalty: 5256.476074 Iteration 126Q: 3 clusters Score -6613694 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33598 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -6613694.000000 Penalty: 5256.476074 Iteration 127F: 3 clusters Score -6613694 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -71173.648438 Penalty: 1566.208862 Iteration 0F: 2 clusters Score -71173.65 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 284 members Entering Unmasked Estep Score: -69716.343750 Penalty: 3132.417725 Iteration 0F: 3 clusters Score -69716.34 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -70122.242188 Penalty: 3132.417725 Iteration 1F: 3 clusters Score -70122.24 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -70414.664062 Penalty: 3132.417725 Iteration 2F: 3 clusters Score -70414.66 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -70698.867188 Penalty: 3132.417725 Iteration 3F: 3 clusters Score -70698.87 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -71027.585938 Penalty: 3132.417725 Iteration 4F: 3 clusters Score -71027.59 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -71288.976562 Penalty: 3132.417725 Iteration 5F: 3 clusters Score -71288.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -71533.820312 Penalty: 3132.417725 Iteration 6Q: 3 clusters Score -71533.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -71640.132812 Penalty: 3132.417725 Iteration 7Q: 3 clusters Score -71640.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -71692.750000 Penalty: 3132.417725 Iteration 8Q: 3 clusters Score -71692.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -71717.492188 Penalty: 3132.417725 Iteration 9Q: 3 clusters Score -71717.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -71731.562500 Penalty: 3132.417725 Iteration 10Q: 3 clusters Score -71731.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -71744.132812 Penalty: 3132.417725 Iteration 11Q: 3 clusters Score -71744.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -71758.656250 Penalty: 3132.417725 Iteration 12Q: 3 clusters Score -71758.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -71770.070312 Penalty: 3132.417725 Iteration 13Q: 3 clusters Score -71770.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -71770.070312 Penalty: 3132.417725 Iteration 14F: 3 clusters Score -71770.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29541 members Mstep: Class 4 contains 50747 members Mstep: Class 5 contains 507 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 31977 members Mstep: Class 10 contains 11178 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 4400 members Mstep: Class 15 contains 40044 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 3933 members Mstep: Class 18 contains 6077 members Mstep: Class 19 contains 3993 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 281 members Mstep: Class 22 contains 40316 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1991 members Mstep: Class 25 contains 398 members Entering Unmasked Estep Score: -37737592.000000 Penalty: 76699.429688 Splitting cluster 16 changes total score from -37738428.000000 to -37737592.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (3933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Entering Unmasked Estep Score: -647319.125000 Penalty: 2052.735107 Iteration 0F: 2 clusters Score -647319.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -643495.125000 Penalty: 4105.470215 Iteration 0F: 3 clusters Score -643495.1 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -644349.562500 Penalty: 4105.470215 Iteration 1F: 3 clusters Score -644349.6 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -644545.250000 Penalty: 4105.470215 Iteration 2F: 3 clusters Score -644545.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -644697.500000 Penalty: 4105.470215 Iteration 3F: 3 clusters Score -644697.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -644818.375000 Penalty: 4105.470215 Iteration 4Q: 3 clusters Score -644818.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -644931.562500 Penalty: 4105.470215 Iteration 5Q: 3 clusters Score -644931.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -645026.125000 Penalty: 4105.470215 Iteration 6Q: 3 clusters Score -645026.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -645103.562500 Penalty: 4105.470215 Iteration 7Q: 3 clusters Score -645103.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -645178.500000 Penalty: 4105.470215 Iteration 8Q: 3 clusters Score -645178.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -645240.875000 Penalty: 4105.470215 Iteration 9Q: 3 clusters Score -645240.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -645283.437500 Penalty: 4105.470215 Iteration 10Q: 3 clusters Score -645283.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -645324.000000 Penalty: 4105.470215 Iteration 11Q: 3 clusters Score -645324 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -645367.437500 Penalty: 4105.470215 Iteration 12Q: 3 clusters Score -645367.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -645416.937500 Penalty: 4105.470215 Iteration 13Q: 3 clusters Score -645416.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -645461.312500 Penalty: 4105.470215 Iteration 14Q: 3 clusters Score -645461.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -645499.187500 Penalty: 4105.470215 Iteration 15Q: 3 clusters Score -645499.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -645533.000000 Penalty: 4105.470215 Iteration 16Q: 3 clusters Score -645533 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -645562.000000 Penalty: 4105.470215 Iteration 17Q: 3 clusters Score -645562 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -645584.437500 Penalty: 4105.470215 Iteration 18Q: 3 clusters Score -645584.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -645607.312500 Penalty: 4105.470215 Iteration 19Q: 3 clusters Score -645607.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -645621.437500 Penalty: 4105.470215 Iteration 20F: 3 clusters Score -645621.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -645634.500000 Penalty: 4105.470215 Iteration 21Q: 3 clusters Score -645634.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -645646.437500 Penalty: 4105.470215 Iteration 22Q: 3 clusters Score -645646.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -645653.000000 Penalty: 4105.470215 Iteration 23Q: 3 clusters Score -645653 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -645665.000000 Penalty: 4105.470215 Iteration 24Q: 3 clusters Score -645665 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -645675.500000 Penalty: 4105.470215 Iteration 25Q: 3 clusters Score -645675.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -645685.500000 Penalty: 4105.470215 Iteration 26Q: 3 clusters Score -645685.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -645694.500000 Penalty: 4105.470215 Iteration 27Q: 3 clusters Score -645694.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -645696.687500 Penalty: 4105.470215 Iteration 28Q: 3 clusters Score -645696.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -645699.062500 Penalty: 4105.470215 Iteration 29Q: 3 clusters Score -645699.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -645703.000000 Penalty: 4105.470215 Iteration 30Q: 3 clusters Score -645703 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -645708.125000 Penalty: 4105.470215 Iteration 31Q: 3 clusters Score -645708.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -645711.125000 Penalty: 4105.470215 Iteration 32Q: 3 clusters Score -645711.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -645713.750000 Penalty: 4105.470215 Iteration 33Q: 3 clusters Score -645713.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -645716.625000 Penalty: 4105.470215 Iteration 34Q: 3 clusters Score -645716.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -645718.125000 Penalty: 4105.470215 Iteration 35Q: 3 clusters Score -645718.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -645719.312500 Penalty: 4105.470215 Iteration 36Q: 3 clusters Score -645719.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -645719.875000 Penalty: 4105.470215 Iteration 37Q: 3 clusters Score -645719.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -645720.500000 Penalty: 4105.470215 Iteration 38Q: 3 clusters Score -645720.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -645720.500000 Penalty: 4105.470215 Iteration 39F: 3 clusters Score -645720.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Entering Unmasked Estep Score: -957204.375000 Penalty: 2160.642090 Iteration 0F: 2 clusters Score -957204.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -952056.250000 Penalty: 4321.284180 Iteration 0F: 3 clusters Score -952056.2 nChanged 2368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -953362.875000 Penalty: 4321.284180 Iteration 1F: 3 clusters Score -953362.9 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -953691.000000 Penalty: 4321.284180 Iteration 2F: 3 clusters Score -953691 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -953998.187500 Penalty: 4321.284180 Iteration 3F: 3 clusters Score -953998.2 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -954312.375000 Penalty: 4321.284180 Iteration 4F: 3 clusters Score -954312.4 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -954679.125000 Penalty: 4321.284180 Iteration 5F: 3 clusters Score -954679.1 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -955118.937500 Penalty: 4321.284180 Iteration 6F: 3 clusters Score -955118.9 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -955670.437500 Penalty: 4321.284180 Iteration 7F: 3 clusters Score -955670.4 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -956078.375000 Penalty: 4321.284180 Iteration 8F: 3 clusters Score -956078.4 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -956326.062500 Penalty: 4321.284180 Iteration 9Q: 3 clusters Score -956326.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -956444.375000 Penalty: 4321.284180 Iteration 10Q: 3 clusters Score -956444.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -956513.625000 Penalty: 4321.284180 Iteration 11Q: 3 clusters Score -956513.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -956547.812500 Penalty: 4321.284180 Iteration 12Q: 3 clusters Score -956547.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -956565.500000 Penalty: 4321.284180 Iteration 13Q: 3 clusters Score -956565.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -956569.937500 Penalty: 4321.284180 Iteration 14Q: 3 clusters Score -956569.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -956576.375000 Penalty: 4321.284180 Iteration 15Q: 3 clusters Score -956576.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -956580.250000 Penalty: 4321.284180 Iteration 16Q: 3 clusters Score -956580.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -956582.625000 Penalty: 4321.284180 Iteration 17Q: 3 clusters Score -956582.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -956585.437500 Penalty: 4321.284180 Iteration 18Q: 3 clusters Score -956585.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -956586.562500 Penalty: 4321.284180 Iteration 19Q: 3 clusters Score -956586.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -956587.750000 Penalty: 4321.284180 Iteration 20F: 3 clusters Score -956587.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -956588.812500 Penalty: 4321.284180 Iteration 21Q: 3 clusters Score -956588.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -956589.000000 Penalty: 4321.284180 Iteration 22Q: 3 clusters Score -956589 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -956589.562500 Penalty: 4321.284180 Iteration 23Q: 3 clusters Score -956589.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -956590.250000 Penalty: 4321.284180 Iteration 24Q: 3 clusters Score -956590.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -956590.250000 Penalty: 4321.284180 Iteration 25Q: 3 clusters Score -956590.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -956590.250000 Penalty: 4321.284180 Iteration 26F: 3 clusters Score -956590.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3993 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Entering Unmasked Estep Score: -661844.562500 Penalty: 2056.489990 Iteration 0F: 2 clusters Score -661844.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -657951.687500 Penalty: 4112.979980 Iteration 0F: 3 clusters Score -657951.7 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -658761.000000 Penalty: 4112.979980 Iteration 1F: 3 clusters Score -658761 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -658927.687500 Penalty: 4112.979980 Iteration 2F: 3 clusters Score -658927.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -659033.437500 Penalty: 4112.979980 Iteration 3Q: 3 clusters Score -659033.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -659104.187500 Penalty: 4112.979980 Iteration 4Q: 3 clusters Score -659104.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -659155.250000 Penalty: 4112.979980 Iteration 5Q: 3 clusters Score -659155.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -659201.375000 Penalty: 4112.979980 Iteration 6Q: 3 clusters Score -659201.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -659231.312500 Penalty: 4112.979980 Iteration 7Q: 3 clusters Score -659231.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -659261.062500 Penalty: 4112.979980 Iteration 8Q: 3 clusters Score -659261.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -659286.187500 Penalty: 4112.979980 Iteration 9Q: 3 clusters Score -659286.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -659309.312500 Penalty: 4112.979980 Iteration 10Q: 3 clusters Score -659309.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -659333.750000 Penalty: 4112.979980 Iteration 11Q: 3 clusters Score -659333.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -659360.250000 Penalty: 4112.979980 Iteration 12Q: 3 clusters Score -659360.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -659397.875000 Penalty: 4112.979980 Iteration 13Q: 3 clusters Score -659397.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -659448.187500 Penalty: 4112.979980 Iteration 14Q: 3 clusters Score -659448.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -659489.312500 Penalty: 4112.979980 Iteration 15Q: 3 clusters Score -659489.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -659529.562500 Penalty: 4112.979980 Iteration 16Q: 3 clusters Score -659529.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -659563.125000 Penalty: 4112.979980 Iteration 17Q: 3 clusters Score -659563.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -659595.437500 Penalty: 4112.979980 Iteration 18Q: 3 clusters Score -659595.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -659635.250000 Penalty: 4112.979980 Iteration 19Q: 3 clusters Score -659635.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -659682.437500 Penalty: 4112.979980 Iteration 20F: 3 clusters Score -659682.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -659738.312500 Penalty: 4112.979980 Iteration 21Q: 3 clusters Score -659738.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -659808.750000 Penalty: 4112.979980 Iteration 22Q: 3 clusters Score -659808.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -659895.187500 Penalty: 4112.979980 Iteration 23Q: 3 clusters Score -659895.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -659986.500000 Penalty: 4112.979980 Iteration 24Q: 3 clusters Score -659986.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -660066.687500 Penalty: 4112.979980 Iteration 25Q: 3 clusters Score -660066.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -660136.187500 Penalty: 4112.979980 Iteration 26Q: 3 clusters Score -660136.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -660189.500000 Penalty: 4112.979980 Iteration 27Q: 3 clusters Score -660189.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -660238.250000 Penalty: 4112.979980 Iteration 28Q: 3 clusters Score -660238.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -660282.250000 Penalty: 4112.979980 Iteration 29Q: 3 clusters Score -660282.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -660308.500000 Penalty: 4112.979980 Iteration 30Q: 3 clusters Score -660308.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -660320.437500 Penalty: 4112.979980 Iteration 31Q: 3 clusters Score -660320.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -660335.625000 Penalty: 4112.979980 Iteration 32Q: 3 clusters Score -660335.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -660350.812500 Penalty: 4112.979980 Iteration 33Q: 3 clusters Score -660350.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -660361.937500 Penalty: 4112.979980 Iteration 34Q: 3 clusters Score -660361.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -660371.500000 Penalty: 4112.979980 Iteration 35Q: 3 clusters Score -660371.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -660380.812500 Penalty: 4112.979980 Iteration 36Q: 3 clusters Score -660380.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -660384.187500 Penalty: 4112.979980 Iteration 37Q: 3 clusters Score -660384.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -660388.000000 Penalty: 4112.979980 Iteration 38Q: 3 clusters Score -660388 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -660390.625000 Penalty: 4112.979980 Iteration 39Q: 3 clusters Score -660390.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -660391.937500 Penalty: 4112.979980 Iteration 40F: 3 clusters Score -660391.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -660395.750000 Penalty: 4112.979980 Iteration 41Q: 3 clusters Score -660395.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -660399.500000 Penalty: 4112.979980 Iteration 42Q: 3 clusters Score -660399.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -660406.000000 Penalty: 4112.979980 Iteration 43Q: 3 clusters Score -660406 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -660407.812500 Penalty: 4112.979980 Iteration 44Q: 3 clusters Score -660407.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -660409.000000 Penalty: 4112.979980 Iteration 45Q: 3 clusters Score -660409 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -660417.562500 Penalty: 4112.979980 Iteration 46Q: 3 clusters Score -660417.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -660423.187500 Penalty: 4112.979980 Iteration 47Q: 3 clusters Score -660423.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -660427.437500 Penalty: 4112.979980 Iteration 48Q: 3 clusters Score -660427.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -660428.812500 Penalty: 4112.979980 Iteration 49Q: 3 clusters Score -660428.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -660432.125000 Penalty: 4112.979980 Iteration 50Q: 3 clusters Score -660432.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -660432.125000 Penalty: 4112.979980 Iteration 51F: 3 clusters Score -660432.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -49271.558594 Penalty: 1470.538086 Iteration 0F: 2 clusters Score -49271.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -47977.875000 Penalty: 2941.076172 Iteration 0F: 3 clusters Score -47977.88 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -48239.562500 Penalty: 2941.076172 Iteration 1F: 3 clusters Score -48239.56 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -48394.039062 Penalty: 2941.076172 Iteration 2F: 3 clusters Score -48394.04 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -48494.433594 Penalty: 2941.076172 Iteration 3F: 3 clusters Score -48494.43 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -48596.933594 Penalty: 2941.076172 Iteration 4F: 3 clusters Score -48596.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -48669.015625 Penalty: 2941.076172 Iteration 5Q: 3 clusters Score -48669.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -48800.570312 Penalty: 2941.076172 Iteration 6Q: 3 clusters Score -48800.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -48867.062500 Penalty: 2941.076172 Iteration 7Q: 3 clusters Score -48867.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -48985.125000 Penalty: 2941.076172 Iteration 8Q: 3 clusters Score -48985.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -49107.988281 Penalty: 2941.076172 Iteration 9Q: 3 clusters Score -49107.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -49326.500000 Penalty: 2941.076172 Iteration 10Q: 3 clusters Score -49326.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -49359.125000 Penalty: 2941.076172 Iteration 11Q: 3 clusters Score -49359.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -49374.914062 Penalty: 2941.076172 Iteration 12Q: 3 clusters Score -49374.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -49389.367188 Penalty: 2941.076172 Iteration 13Q: 3 clusters Score -49389.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -49389.367188 Penalty: 2941.076172 Iteration 14F: 3 clusters Score -49389.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29541 members Mstep: Class 4 contains 50747 members Mstep: Class 5 contains 507 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 31977 members Mstep: Class 10 contains 11178 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 4400 members Mstep: Class 15 contains 40044 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3933 members Mstep: Class 18 contains 6077 members Mstep: Class 19 contains 3993 members Mstep: Class 20 contains 155 members Mstep: Class 21 contains 281 members Mstep: Class 22 contains 40316 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1991 members Mstep: Class 25 contains 221 members Entering Unmasked Estep Score: -37737012.000000 Penalty: 76699.429688 Splitting cluster 20 changes total score from -37738428.000000 to -37737012.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Entering Unmasked Estep Score: -34640.269531 Penalty: 1398.312012 Iteration 0F: 2 clusters Score -34640.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -33431.371094 Penalty: 2796.624023 Iteration 0F: 3 clusters Score -33431.37 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -33578.531250 Penalty: 2796.624023 Iteration 1F: 3 clusters Score -33578.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -33608.109375 Penalty: 2796.624023 Iteration 2Q: 3 clusters Score -33608.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -33625.644531 Penalty: 2796.624023 Iteration 3Q: 3 clusters Score -33625.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -33630.972656 Penalty: 2796.624023 Iteration 4Q: 3 clusters Score -33630.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -33637.394531 Penalty: 2796.624023 Iteration 5Q: 3 clusters Score -33637.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -33643.882812 Penalty: 2796.624023 Iteration 6Q: 3 clusters Score -33643.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -33645.949219 Penalty: 2796.624023 Iteration 7Q: 3 clusters Score -33645.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -33645.949219 Penalty: 2796.624023 Iteration 8F: 3 clusters Score -33645.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (40316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40316 members Entering Unmasked Estep Score: -6733072.500000 Penalty: 2629.916992 Iteration 0F: 2 clusters Score -6733072 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20093 members Mstep: Class 2 contains 20223 members Entering Unmasked Estep Score: -6708299.500000 Penalty: 5259.833984 Iteration 0F: 3 clusters Score -6708300 nChanged 18505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20026 members Mstep: Class 2 contains 20290 members Entering Unmasked Estep Score: -6718519.500000 Penalty: 5259.833984 Iteration 1F: 3 clusters Score -6718520 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19945 members Mstep: Class 2 contains 20371 members Entering Unmasked Estep Score: -6719029.500000 Penalty: 5259.833984 Iteration 2Q: 3 clusters Score -6719030 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19826 members Mstep: Class 2 contains 20490 members Entering Unmasked Estep Score: -6719401.500000 Penalty: 5259.833984 Iteration 3Q: 3 clusters Score -6719402 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19672 members Mstep: Class 2 contains 20644 members Entering Unmasked Estep Score: -6719724.500000 Penalty: 5259.833984 Iteration 4Q: 3 clusters Score -6719724 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19459 members Mstep: Class 2 contains 20857 members Entering Unmasked Estep Score: -6720078.000000 Penalty: 5259.833984 Iteration 5Q: 3 clusters Score -6720078 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19143 members Mstep: Class 2 contains 21173 members Entering Unmasked Estep Score: -6720380.500000 Penalty: 5259.833984 Iteration 6Q: 3 clusters Score -6720380 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18740 members Mstep: Class 2 contains 21576 members Entering Unmasked Estep Score: -6720733.500000 Penalty: 5259.833984 Iteration 7Q: 3 clusters Score -6720734 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18246 members Mstep: Class 2 contains 22070 members Entering Unmasked Estep Score: -6721126.000000 Penalty: 5259.833984 Iteration 8Q: 3 clusters Score -6721126 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17588 members Mstep: Class 2 contains 22728 members Entering Unmasked Estep Score: -6721536.500000 Penalty: 5259.833984 Iteration 9Q: 3 clusters Score -6721536 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16626 members Mstep: Class 2 contains 23690 members Entering Unmasked Estep Score: -6722060.500000 Penalty: 5259.833984 Iteration 10Q: 3 clusters Score -6722060 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15369 members Mstep: Class 2 contains 24947 members Entering Unmasked Estep Score: -6722786.000000 Penalty: 5259.833984 Iteration 11Q: 3 clusters Score -6722786 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13821 members Mstep: Class 2 contains 26495 members Entering Unmasked Estep Score: -6723739.000000 Penalty: 5259.833984 Iteration 12Q: 3 clusters Score -6723739 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12046 members Mstep: Class 2 contains 28270 members Entering Unmasked Estep Score: -6724880.000000 Penalty: 5259.833984 Iteration 13Q: 3 clusters Score -6724880 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10210 members Mstep: Class 2 contains 30106 members Entering Unmasked Estep Score: -6725989.000000 Penalty: 5259.833984 Iteration 14Q: 3 clusters Score -6725989 nChanged 1773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 31653 members Entering Unmasked Estep Score: -6726979.500000 Penalty: 5259.833984 Iteration 15Q: 3 clusters Score -6726980 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7395 members Mstep: Class 2 contains 32921 members Entering Unmasked Estep Score: -6727666.500000 Penalty: 5259.833984 Iteration 16Q: 3 clusters Score -6727666 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 33938 members Entering Unmasked Estep Score: -6728255.500000 Penalty: 5259.833984 Iteration 17Q: 3 clusters Score -6728256 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 34698 members Entering Unmasked Estep Score: -6728644.500000 Penalty: 5259.833984 Iteration 18Q: 3 clusters Score -6728644 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 35290 members Entering Unmasked Estep Score: -6728924.500000 Penalty: 5259.833984 Iteration 19Q: 3 clusters Score -6728924 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 35760 members Entering Unmasked Estep Score: -6729088.000000 Penalty: 5259.833984 Iteration 20F: 3 clusters Score -6729088 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 36166 members Entering Unmasked Estep Score: -6729237.000000 Penalty: 5259.833984 Iteration 21Q: 3 clusters Score -6729237 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 36495 members Entering Unmasked Estep Score: -6729396.500000 Penalty: 5259.833984 Iteration 22Q: 3 clusters Score -6729396 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 36781 members Entering Unmasked Estep Score: -6729497.000000 Penalty: 5259.833984 Iteration 23Q: 3 clusters Score -6729497 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 37038 members Entering Unmasked Estep Score: -6729639.000000 Penalty: 5259.833984 Iteration 24Q: 3 clusters Score -6729639 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 37239 members Entering Unmasked Estep Score: -6729728.500000 Penalty: 5259.833984 Iteration 25Q: 3 clusters Score -6729728 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 37425 members Entering Unmasked Estep Score: -6729817.500000 Penalty: 5259.833984 Iteration 26Q: 3 clusters Score -6729818 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 37587 members Entering Unmasked Estep Score: -6729923.000000 Penalty: 5259.833984 Iteration 27Q: 3 clusters Score -6729923 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 37726 members Entering Unmasked Estep Score: -6729957.500000 Penalty: 5259.833984 Iteration 28Q: 3 clusters Score -6729958 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 37846 members Entering Unmasked Estep Score: -6729993.500000 Penalty: 5259.833984 Iteration 29Q: 3 clusters Score -6729994 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 37945 members Entering Unmasked Estep Score: -6730038.000000 Penalty: 5259.833984 Iteration 30Q: 3 clusters Score -6730038 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 38044 members Entering Unmasked Estep Score: -6730113.000000 Penalty: 5259.833984 Iteration 31Q: 3 clusters Score -6730113 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 38140 members Entering Unmasked Estep Score: -6730169.500000 Penalty: 5259.833984 Iteration 32Q: 3 clusters Score -6730170 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 38233 members Entering Unmasked Estep Score: -6730204.500000 Penalty: 5259.833984 Iteration 33Q: 3 clusters Score -6730204 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 38314 members Entering Unmasked Estep Score: -6730229.500000 Penalty: 5259.833984 Iteration 34Q: 3 clusters Score -6730230 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 38388 members Entering Unmasked Estep Score: -6730273.000000 Penalty: 5259.833984 Iteration 35Q: 3 clusters Score -6730273 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 38454 members Entering Unmasked Estep Score: -6730309.500000 Penalty: 5259.833984 Iteration 36Q: 3 clusters Score -6730310 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 38520 members Entering Unmasked Estep Score: -6730334.500000 Penalty: 5259.833984 Iteration 37Q: 3 clusters Score -6730334 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 38575 members Entering Unmasked Estep Score: -6730375.000000 Penalty: 5259.833984 Iteration 38Q: 3 clusters Score -6730375 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 38634 members Entering Unmasked Estep Score: -6730435.500000 Penalty: 5259.833984 Iteration 39Q: 3 clusters Score -6730436 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 38693 members Entering Unmasked Estep Score: -6730476.500000 Penalty: 5259.833984 Iteration 40F: 3 clusters Score -6730476 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 38742 members Entering Unmasked Estep Score: -6730487.000000 Penalty: 5259.833984 Iteration 41Q: 3 clusters Score -6730487 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 38787 members Entering Unmasked Estep Score: -6730499.000000 Penalty: 5259.833984 Iteration 42Q: 3 clusters Score -6730499 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 38821 members Entering Unmasked Estep Score: -6730523.500000 Penalty: 5259.833984 Iteration 43Q: 3 clusters Score -6730524 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 38856 members Entering Unmasked Estep Score: -6730545.000000 Penalty: 5259.833984 Iteration 44Q: 3 clusters Score -6730545 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 38892 members Entering Unmasked Estep Score: -6730566.000000 Penalty: 5259.833984 Iteration 45Q: 3 clusters Score -6730566 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 38921 members Entering Unmasked Estep Score: -6730574.000000 Penalty: 5259.833984 Iteration 46Q: 3 clusters Score -6730574 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 38945 members Entering Unmasked Estep Score: -6730589.500000 Penalty: 5259.833984 Iteration 47Q: 3 clusters Score -6730590 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 38965 members Entering Unmasked Estep Score: -6730609.500000 Penalty: 5259.833984 Iteration 48Q: 3 clusters Score -6730610 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 38988 members Entering Unmasked Estep Score: -6730617.500000 Penalty: 5259.833984 Iteration 49Q: 3 clusters Score -6730618 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 39007 members Entering Unmasked Estep Score: -6730642.000000 Penalty: 5259.833984 Iteration 50Q: 3 clusters Score -6730642 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 39019 members Entering Unmasked Estep Score: -6730646.000000 Penalty: 5259.833984 Iteration 51Q: 3 clusters Score -6730646 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 39031 members Entering Unmasked Estep Score: -6730642.000000 Penalty: 5259.833984 Iteration 52Q: 3 clusters Score -6730642 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 39045 members Entering Unmasked Estep Score: -6730646.500000 Penalty: 5259.833984 Iteration 53Q: 3 clusters Score -6730646 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 39056 members Entering Unmasked Estep Score: -6730648.000000 Penalty: 5259.833984 Iteration 54Q: 3 clusters Score -6730648 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 39064 members Entering Unmasked Estep Score: -6730663.000000 Penalty: 5259.833984 Iteration 55Q: 3 clusters Score -6730663 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 39071 members Entering Unmasked Estep Score: -6730670.000000 Penalty: 5259.833984 Iteration 56Q: 3 clusters Score -6730670 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 39076 members Entering Unmasked Estep Score: -6730663.000000 Penalty: 5259.833984 Iteration 57Q: 3 clusters Score -6730663 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 39086 members Entering Unmasked Estep Score: -6730668.000000 Penalty: 5259.833984 Iteration 58Q: 3 clusters Score -6730668 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 39091 members Entering Unmasked Estep Score: -6730671.000000 Penalty: 5259.833984 Iteration 59Q: 3 clusters Score -6730671 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 39095 members Entering Unmasked Estep Score: -6730678.000000 Penalty: 5259.833984 Iteration 60F: 3 clusters Score -6730678 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 39105 members Entering Unmasked Estep Score: -6730692.000000 Penalty: 5259.833984 Iteration 61Q: 3 clusters Score -6730692 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 39118 members Entering Unmasked Estep Score: -6730696.500000 Penalty: 5259.833984 Iteration 62Q: 3 clusters Score -6730696 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 39126 members Entering Unmasked Estep Score: -6730700.500000 Penalty: 5259.833984 Iteration 63Q: 3 clusters Score -6730700 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 39134 members Entering Unmasked Estep Score: -6730701.000000 Penalty: 5259.833984 Iteration 64Q: 3 clusters Score -6730701 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 39137 members Entering Unmasked Estep Score: -6730704.500000 Penalty: 5259.833984 Iteration 65Q: 3 clusters Score -6730704 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 39144 members Entering Unmasked Estep Score: -6730702.000000 Penalty: 5259.833984 Iteration 66Q: 3 clusters Score -6730702 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 39151 members Entering Unmasked Estep Score: -6730701.000000 Penalty: 5259.833984 Iteration 67Q: 3 clusters Score -6730701 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 39157 members Entering Unmasked Estep Score: -6730701.000000 Penalty: 5259.833984 Iteration 68Q: 3 clusters Score -6730701 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 39161 members Entering Unmasked Estep Score: -6730701.000000 Penalty: 5259.833984 Iteration 69Q: 3 clusters Score -6730701 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 39167 members Entering Unmasked Estep Score: -6730710.000000 Penalty: 5259.833984 Iteration 70Q: 3 clusters Score -6730710 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 39173 members Entering Unmasked Estep Score: -6730713.000000 Penalty: 5259.833984 Iteration 71Q: 3 clusters Score -6730713 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 39181 members Entering Unmasked Estep Score: -6730702.500000 Penalty: 5259.833984 Iteration 72Q: 3 clusters Score -6730702 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 39186 members Entering Unmasked Estep Score: -6730698.500000 Penalty: 5259.833984 Iteration 73Q: 3 clusters Score -6730698 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 39193 members Entering Unmasked Estep Score: -6730703.500000 Penalty: 5259.833984 Iteration 74Q: 3 clusters Score -6730704 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 39199 members Entering Unmasked Estep Score: -6730712.000000 Penalty: 5259.833984 Iteration 75Q: 3 clusters Score -6730712 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 39206 members Entering Unmasked Estep Score: -6730713.500000 Penalty: 5259.833984 Iteration 76Q: 3 clusters Score -6730714 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 39214 members Entering Unmasked Estep Score: -6730717.500000 Penalty: 5259.833984 Iteration 77Q: 3 clusters Score -6730718 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 39222 members Entering Unmasked Estep Score: -6730716.000000 Penalty: 5259.833984 Iteration 78Q: 3 clusters Score -6730716 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 39229 members Entering Unmasked Estep Score: -6730723.500000 Penalty: 5259.833984 Iteration 79Q: 3 clusters Score -6730724 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 39234 members Entering Unmasked Estep Score: -6730732.500000 Penalty: 5259.833984 Iteration 80F: 3 clusters Score -6730732 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 39239 members Entering Unmasked Estep Score: -6730732.500000 Penalty: 5259.833984 Iteration 81Q: 3 clusters Score -6730732 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 39244 members Entering Unmasked Estep Score: -6730737.500000 Penalty: 5259.833984 Iteration 82Q: 3 clusters Score -6730738 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 39250 members Entering Unmasked Estep Score: -6730734.500000 Penalty: 5259.833984 Iteration 83Q: 3 clusters Score -6730734 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 39250 members Entering Unmasked Estep Score: -6730732.500000 Penalty: 5259.833984 Iteration 84Q: 3 clusters Score -6730732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 39251 members Entering Unmasked Estep Score: -6730740.000000 Penalty: 5259.833984 Iteration 85Q: 3 clusters Score -6730740 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 39252 members Entering Unmasked Estep Score: -6730733.000000 Penalty: 5259.833984 Iteration 86Q: 3 clusters Score -6730733 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 39255 members Entering Unmasked Estep Score: -6730744.000000 Penalty: 5259.833984 Iteration 87Q: 3 clusters Score -6730744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 39255 members Entering Unmasked Estep Score: -6730743.000000 Penalty: 5259.833984 Iteration 88Q: 3 clusters Score -6730743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 39256 members Entering Unmasked Estep Score: -6730742.000000 Penalty: 5259.833984 Iteration 89Q: 3 clusters Score -6730742 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 39256 members Entering Unmasked Estep Score: -6730742.000000 Penalty: 5259.833984 Iteration 90F: 3 clusters Score -6730742 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Entering Unmasked Estep Score: -27268.287109 Penalty: 1355.030273 Iteration 0F: 2 clusters Score -27268.29 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 124 members Entering Unmasked Estep Score: -26217.298828 Penalty: 2710.060547 Iteration 0F: 3 clusters Score -26217.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -26489.267578 Penalty: 2710.060547 Iteration 1F: 3 clusters Score -26489.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -26662.708984 Penalty: 2710.060547 Iteration 2F: 3 clusters Score -26662.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26839.939453 Penalty: 2710.060547 Iteration 3Q: 3 clusters Score -26839.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26893.916016 Penalty: 2710.060547 Iteration 4Q: 3 clusters Score -26893.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -26930.269531 Penalty: 2710.060547 Iteration 5Q: 3 clusters Score -26930.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26937.007812 Penalty: 2710.060547 Iteration 6Q: 3 clusters Score -26937.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -26941.808594 Penalty: 2710.060547 Iteration 7Q: 3 clusters Score -26941.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -26942.416016 Penalty: 2710.060547 Iteration 8F: 3 clusters Score -26942.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -26946.671875 Penalty: 2710.060547 Iteration 9Q: 3 clusters Score -26946.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -26962.634766 Penalty: 2710.060547 Iteration 10Q: 3 clusters Score -26962.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -27014.355469 Penalty: 2710.060547 Iteration 11Q: 3 clusters Score -27014.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -27034.017578 Penalty: 2710.060547 Iteration 12Q: 3 clusters Score -27034.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -27034.017578 Penalty: 2710.060547 Iteration 13F: 3 clusters Score -27034.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Entering Unmasked Estep Score: -301386.937500 Penalty: 1883.905273 Iteration 0F: 2 clusters Score -301386.9 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 955 members Entering Unmasked Estep Score: -298798.718750 Penalty: 3767.810547 Iteration 0F: 3 clusters Score -298798.7 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -299344.218750 Penalty: 3767.810547 Iteration 1F: 3 clusters Score -299344.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -299544.843750 Penalty: 3767.810547 Iteration 2F: 3 clusters Score -299544.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -299684.406250 Penalty: 3767.810547 Iteration 3F: 3 clusters Score -299684.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -299793.562500 Penalty: 3767.810547 Iteration 4Q: 3 clusters Score -299793.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -299874.187500 Penalty: 3767.810547 Iteration 5Q: 3 clusters Score -299874.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -300009.781250 Penalty: 3767.810547 Iteration 6Q: 3 clusters Score -300009.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -300218.625000 Penalty: 3767.810547 Iteration 7Q: 3 clusters Score -300218.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -300482.937500 Penalty: 3767.810547 Iteration 8F: 3 clusters Score -300482.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -300662.093750 Penalty: 3767.810547 Iteration 9Q: 3 clusters Score -300662.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -300736.312500 Penalty: 3767.810547 Iteration 10Q: 3 clusters Score -300736.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -300785.312500 Penalty: 3767.810547 Iteration 11Q: 3 clusters Score -300785.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -300833.531250 Penalty: 3767.810547 Iteration 12Q: 3 clusters Score -300833.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -300862.156250 Penalty: 3767.810547 Iteration 13Q: 3 clusters Score -300862.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -300889.531250 Penalty: 3767.810547 Iteration 14Q: 3 clusters Score -300889.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -300906.031250 Penalty: 3767.810547 Iteration 15Q: 3 clusters Score -300906 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -300923.625000 Penalty: 3767.810547 Iteration 16Q: 3 clusters Score -300923.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -300931.812500 Penalty: 3767.810547 Iteration 17Q: 3 clusters Score -300931.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -300933.093750 Penalty: 3767.810547 Iteration 18Q: 3 clusters Score -300933.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -300936.968750 Penalty: 3767.810547 Iteration 19Q: 3 clusters Score -300937 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -300942.125000 Penalty: 3767.810547 Iteration 20F: 3 clusters Score -300942.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -300948.812500 Penalty: 3767.810547 Iteration 21Q: 3 clusters Score -300948.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -300958.125000 Penalty: 3767.810547 Iteration 22Q: 3 clusters Score -300958.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -300966.250000 Penalty: 3767.810547 Iteration 23Q: 3 clusters Score -300966.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -300979.875000 Penalty: 3767.810547 Iteration 24Q: 3 clusters Score -300979.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -300998.562500 Penalty: 3767.810547 Iteration 25Q: 3 clusters Score -300998.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -301023.906250 Penalty: 3767.810547 Iteration 26Q: 3 clusters Score -301023.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -301048.093750 Penalty: 3767.810547 Iteration 27Q: 3 clusters Score -301048.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -301065.031250 Penalty: 3767.810547 Iteration 28Q: 3 clusters Score -301065 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -301086.468750 Penalty: 3767.810547 Iteration 29Q: 3 clusters Score -301086.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -301111.093750 Penalty: 3767.810547 Iteration 30Q: 3 clusters Score -301111.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -301128.437500 Penalty: 3767.810547 Iteration 31Q: 3 clusters Score -301128.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -301134.500000 Penalty: 3767.810547 Iteration 32Q: 3 clusters Score -301134.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -301137.437500 Penalty: 3767.810547 Iteration 33Q: 3 clusters Score -301137.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -301138.718750 Penalty: 3767.810547 Iteration 34Q: 3 clusters Score -301138.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -301142.000000 Penalty: 3767.810547 Iteration 35Q: 3 clusters Score -301142 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -301148.031250 Penalty: 3767.810547 Iteration 36Q: 3 clusters Score -301148 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -301149.625000 Penalty: 3767.810547 Iteration 37Q: 3 clusters Score -301149.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -301150.250000 Penalty: 3767.810547 Iteration 38Q: 3 clusters Score -301150.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -301150.781250 Penalty: 3767.810547 Iteration 39Q: 3 clusters Score -301150.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -301150.593750 Penalty: 3767.810547 Iteration 40F: 3 clusters Score -301150.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29541 members Mstep: Class 4 contains 50747 members Mstep: Class 5 contains 507 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 31977 members Mstep: Class 10 contains 11178 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 4400 members Mstep: Class 15 contains 40044 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3933 members Mstep: Class 18 contains 6077 members Mstep: Class 19 contains 3993 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 281 members Mstep: Class 22 contains 40316 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37738484.000000 Penalty: 73631.453125 Iteration 79Q: 25 clusters Score -3.773848e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 209 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29532 members Mstep: Class 4 contains 50717 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 31961 members Mstep: Class 10 contains 11180 members Mstep: Class 11 contains 779 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 755 members Mstep: Class 14 contains 4400 members Mstep: Class 15 contains 40090 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3933 members Mstep: Class 18 contains 6078 members Mstep: Class 19 contains 3992 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 40309 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37738680.000000 Penalty: 73631.453125 Iteration 80F: 25 clusters Score -3.773868e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 207 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 259 members Mstep: Class 3 contains 29519 members Mstep: Class 4 contains 50688 members Mstep: Class 5 contains 502 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 31953 members Mstep: Class 10 contains 11182 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 756 members Mstep: Class 14 contains 4399 members Mstep: Class 15 contains 40147 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3932 members Mstep: Class 18 contains 6080 members Mstep: Class 19 contains 3991 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 294 members Mstep: Class 22 contains 40286 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37738944.000000 Penalty: 73631.453125 Iteration 81Q: 25 clusters Score -3.773894e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 261 members Mstep: Class 3 contains 29510 members Mstep: Class 4 contains 50659 members Mstep: Class 5 contains 499 members Mstep: Class 6 contains 391 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 31946 members Mstep: Class 10 contains 11179 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 756 members Mstep: Class 14 contains 4398 members Mstep: Class 15 contains 40218 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3932 members Mstep: Class 18 contains 6080 members Mstep: Class 19 contains 3990 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 40258 members Mstep: Class 23 contains 224 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37739116.000000 Penalty: 73631.453125 Iteration 82Q: 25 clusters Score -3.773912e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 263 members Mstep: Class 3 contains 29504 members Mstep: Class 4 contains 50620 members Mstep: Class 5 contains 496 members Mstep: Class 6 contains 393 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 31944 members Mstep: Class 10 contains 11179 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 756 members Mstep: Class 14 contains 4399 members Mstep: Class 15 contains 40277 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3932 members Mstep: Class 18 contains 6080 members Mstep: Class 19 contains 3990 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 299 members Mstep: Class 22 contains 40242 members Mstep: Class 23 contains 222 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37739160.000000 Penalty: 73631.453125 Iteration 83Q: 25 clusters Score -3.773916e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 264 members Mstep: Class 3 contains 29501 members Mstep: Class 4 contains 50590 members Mstep: Class 5 contains 494 members Mstep: Class 6 contains 394 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 31933 members Mstep: Class 10 contains 11181 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 757 members Mstep: Class 14 contains 4399 members Mstep: Class 15 contains 40319 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3932 members Mstep: Class 18 contains 6079 members Mstep: Class 19 contains 3990 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 40236 members Mstep: Class 23 contains 221 members Mstep: Class 24 contains 1993 members Entering Unmasked Estep ConsiderDeletion Score: -37739236.000000 Penalty: 73631.453125 Iteration 84Q: 25 clusters Score -3.773924e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 266 members Mstep: Class 3 contains 29501 members Mstep: Class 4 contains 50547 members Mstep: Class 5 contains 492 members Mstep: Class 6 contains 394 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 31925 members Mstep: Class 10 contains 11180 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 758 members Mstep: Class 14 contains 4399 members Mstep: Class 15 contains 40349 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3932 members Mstep: Class 18 contains 6078 members Mstep: Class 19 contains 3989 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40247 members Mstep: Class 23 contains 221 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37739204.000000 Penalty: 73631.453125 Iteration 85Q: 25 clusters Score -3.77392e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29501 members Mstep: Class 4 contains 50518 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 395 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1069 members Mstep: Class 9 contains 31919 members Mstep: Class 10 contains 11169 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 758 members Mstep: Class 14 contains 4399 members Mstep: Class 15 contains 40392 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3932 members Mstep: Class 18 contains 6078 members Mstep: Class 19 contains 3989 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40243 members Mstep: Class 23 contains 220 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37739272.000000 Penalty: 73631.453125 Iteration 86Q: 25 clusters Score -3.773927e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29503 members Mstep: Class 4 contains 50490 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 31911 members Mstep: Class 10 contains 11159 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4399 members Mstep: Class 15 contains 40430 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3932 members Mstep: Class 18 contains 6079 members Mstep: Class 19 contains 3989 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40243 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37739312.000000 Penalty: 73631.453125 Iteration 87Q: 25 clusters Score -3.773931e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29504 members Mstep: Class 4 contains 50463 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1066 members Mstep: Class 9 contains 31905 members Mstep: Class 10 contains 11154 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4399 members Mstep: Class 15 contains 40478 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3932 members Mstep: Class 18 contains 6079 members Mstep: Class 19 contains 3986 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40231 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37739368.000000 Penalty: 73631.453125 Iteration 88Q: 25 clusters Score -3.773937e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29504 members Mstep: Class 4 contains 50434 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1066 members Mstep: Class 9 contains 31899 members Mstep: Class 10 contains 11144 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4399 members Mstep: Class 15 contains 40520 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3932 members Mstep: Class 18 contains 6079 members Mstep: Class 19 contains 3984 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40227 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37739416.000000 Penalty: 73631.453125 Iteration 89Q: 25 clusters Score -3.773942e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29503 members Mstep: Class 4 contains 50385 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1066 members Mstep: Class 9 contains 31894 members Mstep: Class 10 contains 11135 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4399 members Mstep: Class 15 contains 40567 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3932 members Mstep: Class 18 contains 6079 members Mstep: Class 19 contains 3982 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40233 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37739440.000000 Penalty: 73631.453125 Iteration 90Q: 25 clusters Score -3.773944e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29498 members Mstep: Class 4 contains 50341 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1066 members Mstep: Class 9 contains 31891 members Mstep: Class 10 contains 11137 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4399 members Mstep: Class 15 contains 40607 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3930 members Mstep: Class 18 contains 6079 members Mstep: Class 19 contains 3980 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40232 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37739420.000000 Penalty: 73631.453125 Iteration 91Q: 25 clusters Score -3.773942e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29497 members Mstep: Class 4 contains 50299 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1066 members Mstep: Class 9 contains 31884 members Mstep: Class 10 contains 11143 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4399 members Mstep: Class 15 contains 40670 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3930 members Mstep: Class 18 contains 6078 members Mstep: Class 19 contains 3980 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40207 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37739404.000000 Penalty: 73631.453125 Iteration 92Q: 25 clusters Score -3.77394e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29493 members Mstep: Class 4 contains 50261 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 31879 members Mstep: Class 10 contains 11145 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4398 members Mstep: Class 15 contains 40720 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3930 members Mstep: Class 18 contains 6078 members Mstep: Class 19 contains 3978 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40198 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1993 members Entering Unmasked Estep ConsiderDeletion Score: -37739428.000000 Penalty: 73631.453125 Iteration 93Q: 25 clusters Score -3.773943e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29492 members Mstep: Class 4 contains 50217 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 31872 members Mstep: Class 10 contains 11146 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4397 members Mstep: Class 15 contains 40784 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3930 members Mstep: Class 18 contains 6077 members Mstep: Class 19 contains 3976 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40178 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1993 members Entering Unmasked Estep ConsiderDeletion Score: -37739404.000000 Penalty: 73631.453125 Iteration 94Q: 25 clusters Score -3.77394e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29491 members Mstep: Class 4 contains 50187 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 31861 members Mstep: Class 10 contains 11150 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4396 members Mstep: Class 15 contains 40839 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3930 members Mstep: Class 18 contains 6077 members Mstep: Class 19 contains 3972 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40155 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1993 members Entering Unmasked Estep ConsiderDeletion Score: -37739492.000000 Penalty: 73631.453125 Iteration 95Q: 25 clusters Score -3.773949e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29492 members Mstep: Class 4 contains 50152 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 31850 members Mstep: Class 10 contains 11148 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4397 members Mstep: Class 15 contains 40899 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3930 members Mstep: Class 18 contains 6077 members Mstep: Class 19 contains 3971 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40127 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1993 members Entering Unmasked Estep ConsiderDeletion Score: -37739524.000000 Penalty: 73631.453125 Iteration 96Q: 25 clusters Score -3.773952e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29493 members Mstep: Class 4 contains 50120 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 31836 members Mstep: Class 10 contains 11136 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4397 members Mstep: Class 15 contains 40939 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6078 members Mstep: Class 19 contains 3969 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40124 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1993 members Entering Unmasked Estep ConsiderDeletion Score: -37739596.000000 Penalty: 73631.453125 Iteration 97Q: 25 clusters Score -3.77396e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29492 members Mstep: Class 4 contains 50101 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 31824 members Mstep: Class 10 contains 11129 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4396 members Mstep: Class 15 contains 40976 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6078 members Mstep: Class 19 contains 3966 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40112 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739568.000000 Penalty: 73631.453125 Iteration 98Q: 25 clusters Score -3.773957e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29493 members Mstep: Class 4 contains 50068 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 31810 members Mstep: Class 10 contains 11121 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4396 members Mstep: Class 15 contains 41022 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6077 members Mstep: Class 19 contains 3964 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40102 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739580.000000 Penalty: 73631.453125 Iteration 99Q: 25 clusters Score -3.773958e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 267 members Mstep: Class 3 contains 29494 members Mstep: Class 4 contains 50035 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 396 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 31803 members Mstep: Class 10 contains 11120 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4396 members Mstep: Class 15 contains 41075 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6077 members Mstep: Class 19 contains 3960 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40080 members Mstep: Class 23 contains 219 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739676.000000 Penalty: 73631.453125 Iteration 100F: 25 clusters Score -3.773968e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29491 members Mstep: Class 4 contains 49998 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 399 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 31793 members Mstep: Class 10 contains 11117 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4395 members Mstep: Class 15 contains 41138 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3930 members Mstep: Class 18 contains 6077 members Mstep: Class 19 contains 3960 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 40059 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739880.000000 Penalty: 73631.453125 Iteration 101Q: 25 clusters Score -3.773988e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29488 members Mstep: Class 4 contains 49965 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 398 members Mstep: Class 7 contains 760 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 31775 members Mstep: Class 10 contains 11121 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4395 members Mstep: Class 15 contains 41195 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6076 members Mstep: Class 19 contains 3961 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 40043 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739880.000000 Penalty: 73631.453125 Iteration 102Q: 25 clusters Score -3.773988e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29483 members Mstep: Class 4 contains 49918 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 31755 members Mstep: Class 10 contains 11122 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4394 members Mstep: Class 15 contains 41277 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6076 members Mstep: Class 19 contains 3960 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 299 members Mstep: Class 22 contains 40011 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739852.000000 Penalty: 73631.453125 Iteration 103Q: 25 clusters Score -3.773985e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29487 members Mstep: Class 4 contains 49866 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 31735 members Mstep: Class 10 contains 11115 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4392 members Mstep: Class 15 contains 41349 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3930 members Mstep: Class 18 contains 6076 members Mstep: Class 19 contains 3960 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39999 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739892.000000 Penalty: 73631.453125 Iteration 104Q: 25 clusters Score -3.773989e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29486 members Mstep: Class 4 contains 49815 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 31716 members Mstep: Class 10 contains 11116 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4391 members Mstep: Class 15 contains 41411 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3931 members Mstep: Class 18 contains 6076 members Mstep: Class 19 contains 3963 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39984 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739796.000000 Penalty: 73631.453125 Iteration 105Q: 25 clusters Score -3.77398e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29479 members Mstep: Class 4 contains 49763 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 31701 members Mstep: Class 10 contains 11119 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4391 members Mstep: Class 15 contains 41477 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3930 members Mstep: Class 18 contains 6076 members Mstep: Class 19 contains 3962 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39965 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739852.000000 Penalty: 73631.453125 Iteration 106Q: 25 clusters Score -3.773985e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29469 members Mstep: Class 4 contains 49722 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 31684 members Mstep: Class 10 contains 11117 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4390 members Mstep: Class 15 contains 41545 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6076 members Mstep: Class 19 contains 3963 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39946 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739820.000000 Penalty: 73631.453125 Iteration 107Q: 25 clusters Score -3.773982e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29466 members Mstep: Class 4 contains 49689 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 31668 members Mstep: Class 10 contains 11118 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4387 members Mstep: Class 15 contains 41605 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6076 members Mstep: Class 19 contains 3960 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39922 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739752.000000 Penalty: 73631.453125 Iteration 108Q: 25 clusters Score -3.773975e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29465 members Mstep: Class 4 contains 49661 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 31650 members Mstep: Class 10 contains 11116 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4387 members Mstep: Class 15 contains 41643 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6075 members Mstep: Class 19 contains 3957 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39920 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739744.000000 Penalty: 73631.453125 Iteration 109Q: 25 clusters Score -3.773974e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29466 members Mstep: Class 4 contains 49644 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 31623 members Mstep: Class 10 contains 11117 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4387 members Mstep: Class 15 contains 41687 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6074 members Mstep: Class 19 contains 3958 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39904 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739792.000000 Penalty: 73631.453125 Iteration 110Q: 25 clusters Score -3.773979e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29463 members Mstep: Class 4 contains 49620 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1062 members Mstep: Class 9 contains 31601 members Mstep: Class 10 contains 11113 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4386 members Mstep: Class 15 contains 41737 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3928 members Mstep: Class 18 contains 6074 members Mstep: Class 19 contains 3956 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39891 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739752.000000 Penalty: 73631.453125 Iteration 111Q: 25 clusters Score -3.773975e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29455 members Mstep: Class 4 contains 49606 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 31587 members Mstep: Class 10 contains 11108 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4386 members Mstep: Class 15 contains 41783 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3928 members Mstep: Class 18 contains 6073 members Mstep: Class 19 contains 3953 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39884 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739688.000000 Penalty: 73631.453125 Iteration 112Q: 25 clusters Score -3.773969e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29454 members Mstep: Class 4 contains 49585 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 31569 members Mstep: Class 10 contains 11105 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 41820 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3928 members Mstep: Class 18 contains 6073 members Mstep: Class 19 contains 3951 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39879 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739752.000000 Penalty: 73631.453125 Iteration 113Q: 25 clusters Score -3.773975e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29455 members Mstep: Class 4 contains 49556 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 31556 members Mstep: Class 10 contains 11100 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 41847 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3928 members Mstep: Class 18 contains 6072 members Mstep: Class 19 contains 3952 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39885 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739776.000000 Penalty: 73631.453125 Iteration 114Q: 25 clusters Score -3.773978e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29455 members Mstep: Class 4 contains 49519 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31544 members Mstep: Class 10 contains 11095 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 41887 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3928 members Mstep: Class 18 contains 6071 members Mstep: Class 19 contains 3953 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39880 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739804.000000 Penalty: 73631.453125 Iteration 115Q: 25 clusters Score -3.77398e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29452 members Mstep: Class 4 contains 49479 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31539 members Mstep: Class 10 contains 11096 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 41922 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3927 members Mstep: Class 18 contains 6072 members Mstep: Class 19 contains 3951 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39882 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739948.000000 Penalty: 73631.453125 Iteration 116Q: 25 clusters Score -3.773995e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29449 members Mstep: Class 4 contains 49443 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31530 members Mstep: Class 10 contains 11100 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 41964 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3927 members Mstep: Class 18 contains 6072 members Mstep: Class 19 contains 3949 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39871 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739884.000000 Penalty: 73631.453125 Iteration 117Q: 25 clusters Score -3.773988e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29446 members Mstep: Class 4 contains 49430 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31514 members Mstep: Class 10 contains 11098 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 41990 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3927 members Mstep: Class 18 contains 6071 members Mstep: Class 19 contains 3946 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39872 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739860.000000 Penalty: 73631.453125 Iteration 118Q: 25 clusters Score -3.773986e+07 nChanged 99 Entering ConstructFrom: Score: -37739860.000000 Penalty: 73631.453125 Entering ConstructFrom: Trying to split cluster 1 (5657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Entering Unmasked Estep Score: -949083.875000 Penalty: 2142.880859 Iteration 0F: 2 clusters Score -949083.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -944177.562500 Penalty: 4285.761719 Iteration 0F: 3 clusters Score -944177.6 nChanged 2203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -945406.000000 Penalty: 4285.761719 Iteration 1F: 3 clusters Score -945406 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -945642.937500 Penalty: 4285.761719 Iteration 2F: 3 clusters Score -945642.9 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -945794.437500 Penalty: 4285.761719 Iteration 3F: 3 clusters Score -945794.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -945907.125000 Penalty: 4285.761719 Iteration 4Q: 3 clusters Score -945907.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -945988.375000 Penalty: 4285.761719 Iteration 5Q: 3 clusters Score -945988.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -946071.000000 Penalty: 4285.761719 Iteration 6Q: 3 clusters Score -946071 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -946145.687500 Penalty: 4285.761719 Iteration 7Q: 3 clusters Score -946145.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -946228.875000 Penalty: 4285.761719 Iteration 8Q: 3 clusters Score -946228.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -946323.250000 Penalty: 4285.761719 Iteration 9Q: 3 clusters Score -946323.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -946423.437500 Penalty: 4285.761719 Iteration 10Q: 3 clusters Score -946423.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -946548.500000 Penalty: 4285.761719 Iteration 11Q: 3 clusters Score -946548.5 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -946701.750000 Penalty: 4285.761719 Iteration 12Q: 3 clusters Score -946701.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -946871.375000 Penalty: 4285.761719 Iteration 13Q: 3 clusters Score -946871.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -947062.812500 Penalty: 4285.761719 Iteration 14Q: 3 clusters Score -947062.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -947238.437500 Penalty: 4285.761719 Iteration 15Q: 3 clusters Score -947238.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -947385.687500 Penalty: 4285.761719 Iteration 16Q: 3 clusters Score -947385.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -947481.625000 Penalty: 4285.761719 Iteration 17Q: 3 clusters Score -947481.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -947552.187500 Penalty: 4285.761719 Iteration 18Q: 3 clusters Score -947552.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -947611.562500 Penalty: 4285.761719 Iteration 19Q: 3 clusters Score -947611.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -947667.187500 Penalty: 4285.761719 Iteration 20F: 3 clusters Score -947667.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -947724.750000 Penalty: 4285.761719 Iteration 21Q: 3 clusters Score -947724.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -947769.187500 Penalty: 4285.761719 Iteration 22Q: 3 clusters Score -947769.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -947800.187500 Penalty: 4285.761719 Iteration 23Q: 3 clusters Score -947800.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -947825.062500 Penalty: 4285.761719 Iteration 24Q: 3 clusters Score -947825.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -947838.250000 Penalty: 4285.761719 Iteration 25Q: 3 clusters Score -947838.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -947843.562500 Penalty: 4285.761719 Iteration 26Q: 3 clusters Score -947843.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -947845.625000 Penalty: 4285.761719 Iteration 27Q: 3 clusters Score -947845.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -947848.750000 Penalty: 4285.761719 Iteration 28Q: 3 clusters Score -947848.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -947850.250000 Penalty: 4285.761719 Iteration 29Q: 3 clusters Score -947850.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -947854.500000 Penalty: 4285.761719 Iteration 30Q: 3 clusters Score -947854.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -947858.562500 Penalty: 4285.761719 Iteration 31Q: 3 clusters Score -947858.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -947860.937500 Penalty: 4285.761719 Iteration 32Q: 3 clusters Score -947860.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -947865.687500 Penalty: 4285.761719 Iteration 33Q: 3 clusters Score -947865.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -947864.000000 Penalty: 4285.761719 Iteration 34Q: 3 clusters Score -947864 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -947864.375000 Penalty: 4285.761719 Iteration 35Q: 3 clusters Score -947864.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -947868.000000 Penalty: 4285.761719 Iteration 36Q: 3 clusters Score -947868 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -947868.375000 Penalty: 4285.761719 Iteration 37Q: 3 clusters Score -947868.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -947868.687500 Penalty: 4285.761719 Iteration 38Q: 3 clusters Score -947868.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -947868.250000 Penalty: 4285.761719 Iteration 39Q: 3 clusters Score -947868.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -947868.250000 Penalty: 4285.761719 Iteration 40F: 3 clusters Score -947868.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -24897.150391 Penalty: 1387.488403 Iteration 0F: 2 clusters Score -24897.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -24007.083984 Penalty: 2774.976807 Iteration 0F: 3 clusters Score -24007.08 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -24311.109375 Penalty: 2774.976807 Iteration 1F: 3 clusters Score -24311.11 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -24644.476562 Penalty: 2774.976807 Iteration 2F: 3 clusters Score -24644.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -24871.679688 Penalty: 2774.976807 Iteration 3F: 3 clusters Score -24871.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -25210.240234 Penalty: 2774.976807 Iteration 4Q: 3 clusters Score -25210.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -25290.289062 Penalty: 2774.976807 Iteration 5Q: 3 clusters Score -25290.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -25345.636719 Penalty: 2774.976807 Iteration 6Q: 3 clusters Score -25345.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -25347.962891 Penalty: 2774.976807 Iteration 7Q: 3 clusters Score -25347.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -25347.962891 Penalty: 2774.976807 Iteration 8F: 3 clusters Score -25347.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 89 members Mstep: Class 3 contains 29441 members Mstep: Class 4 contains 49409 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31509 members Mstep: Class 10 contains 11098 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 42021 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3927 members Mstep: Class 18 contains 6071 members Mstep: Class 19 contains 3944 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39868 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Mstep: Class 25 contains 180 members Entering Unmasked Estep Score: -37738620.000000 Penalty: 76699.429688 Splitting cluster 2 changes total score from -37739860.000000 to -37738620.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (29441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29441 members Entering Unmasked Estep Score: -4727424.000000 Penalty: 2551.955811 Iteration 0F: 2 clusters Score -4727424 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14639 members Mstep: Class 2 contains 14802 members Entering Unmasked Estep Score: -4707407.000000 Penalty: 5103.911621 Iteration 0F: 3 clusters Score -4707407 nChanged 13104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13829 members Mstep: Class 2 contains 15612 members Entering Unmasked Estep Score: -4714509.500000 Penalty: 5103.911621 Iteration 1F: 3 clusters Score -4714510 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13264 members Mstep: Class 2 contains 16177 members Entering Unmasked Estep Score: -4715164.000000 Penalty: 5103.911621 Iteration 2F: 3 clusters Score -4715164 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Mstep: Class 2 contains 16967 members Entering Unmasked Estep Score: -4715879.000000 Penalty: 5103.911621 Iteration 3F: 3 clusters Score -4715879 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 18002 members Entering Unmasked Estep Score: -4716676.500000 Penalty: 5103.911621 Iteration 4F: 3 clusters Score -4716676 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10118 members Mstep: Class 2 contains 19323 members Entering Unmasked Estep Score: -4717695.000000 Penalty: 5103.911621 Iteration 5F: 3 clusters Score -4717695 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Mstep: Class 2 contains 20893 members Entering Unmasked Estep Score: -4718920.500000 Penalty: 5103.911621 Iteration 6F: 3 clusters Score -4718920 nChanged 1860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 22565 members Entering Unmasked Estep Score: -4720334.500000 Penalty: 5103.911621 Iteration 7F: 3 clusters Score -4720334 nChanged 1823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 24250 members Entering Unmasked Estep Score: -4721782.500000 Penalty: 5103.911621 Iteration 8F: 3 clusters Score -4721782 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 25708 members Entering Unmasked Estep Score: -4723096.000000 Penalty: 5103.911621 Iteration 9F: 3 clusters Score -4723096 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 26860 members Entering Unmasked Estep Score: -4724094.500000 Penalty: 5103.911621 Iteration 10Q: 3 clusters Score -4724094 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 27641 members Entering Unmasked Estep Score: -4724715.500000 Penalty: 5103.911621 Iteration 11Q: 3 clusters Score -4724716 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 28114 members Entering Unmasked Estep Score: -4725046.500000 Penalty: 5103.911621 Iteration 12Q: 3 clusters Score -4725046 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 28401 members Entering Unmasked Estep Score: -4725229.500000 Penalty: 5103.911621 Iteration 13Q: 3 clusters Score -4725230 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 28566 members Entering Unmasked Estep Score: -4725346.000000 Penalty: 5103.911621 Iteration 14Q: 3 clusters Score -4725346 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 28677 members Entering Unmasked Estep Score: -4725427.500000 Penalty: 5103.911621 Iteration 15Q: 3 clusters Score -4725428 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 28749 members Entering Unmasked Estep Score: -4725468.000000 Penalty: 5103.911621 Iteration 16Q: 3 clusters Score -4725468 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 28806 members Entering Unmasked Estep Score: -4725513.000000 Penalty: 5103.911621 Iteration 17Q: 3 clusters Score -4725513 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 28838 members Entering Unmasked Estep Score: -4725532.000000 Penalty: 5103.911621 Iteration 18Q: 3 clusters Score -4725532 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 28864 members Entering Unmasked Estep Score: -4725550.500000 Penalty: 5103.911621 Iteration 19Q: 3 clusters Score -4725550 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 28880 members Entering Unmasked Estep Score: -4725556.500000 Penalty: 5103.911621 Iteration 20F: 3 clusters Score -4725556 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 28886 members Entering Unmasked Estep Score: -4725560.000000 Penalty: 5103.911621 Iteration 21Q: 3 clusters Score -4725560 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 28890 members Entering Unmasked Estep Score: -4725568.000000 Penalty: 5103.911621 Iteration 22Q: 3 clusters Score -4725568 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 28889 members Entering Unmasked Estep Score: -4725572.500000 Penalty: 5103.911621 Iteration 23Q: 3 clusters Score -4725572 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 28892 members Entering Unmasked Estep Score: -4725571.500000 Penalty: 5103.911621 Iteration 24Q: 3 clusters Score -4725572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 28893 members Entering Unmasked Estep Score: -4725573.500000 Penalty: 5103.911621 Iteration 25Q: 3 clusters Score -4725574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 28895 members Entering Unmasked Estep Score: -4725571.000000 Penalty: 5103.911621 Iteration 26Q: 3 clusters Score -4725571 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 28899 members Entering Unmasked Estep Score: -4725567.500000 Penalty: 5103.911621 Iteration 27Q: 3 clusters Score -4725568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 28901 members Entering Unmasked Estep Score: -4725564.000000 Penalty: 5103.911621 Iteration 28Q: 3 clusters Score -4725564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 28902 members Entering Unmasked Estep Score: -4725568.000000 Penalty: 5103.911621 Iteration 29Q: 3 clusters Score -4725568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 28902 members Entering Unmasked Estep Score: -4725568.000000 Penalty: 5103.911621 Iteration 30F: 3 clusters Score -4725568 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (49409 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49409 members Entering Unmasked Estep Score: -7962883.000000 Penalty: 2680.356201 Iteration 0F: 2 clusters Score -7962883 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24549 members Mstep: Class 2 contains 24860 members Entering Unmasked Estep Score: -7929547.500000 Penalty: 5360.712402 Iteration 0F: 3 clusters Score -7929548 nChanged 22919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23114 members Mstep: Class 2 contains 26295 members Entering Unmasked Estep Score: -7942718.500000 Penalty: 5360.712402 Iteration 1F: 3 clusters Score -7942718 nChanged 2606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22018 members Mstep: Class 2 contains 27391 members Entering Unmasked Estep Score: -7943866.500000 Penalty: 5360.712402 Iteration 2F: 3 clusters Score -7943866 nChanged 2902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20348 members Mstep: Class 2 contains 29061 members Entering Unmasked Estep Score: -7945428.500000 Penalty: 5360.712402 Iteration 3F: 3 clusters Score -7945428 nChanged 3440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18078 members Mstep: Class 2 contains 31331 members Entering Unmasked Estep Score: -7947772.000000 Penalty: 5360.712402 Iteration 4F: 3 clusters Score -7947772 nChanged 3839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15373 members Mstep: Class 2 contains 34036 members Entering Unmasked Estep Score: -7950842.000000 Penalty: 5360.712402 Iteration 5F: 3 clusters Score -7950842 nChanged 3795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12636 members Mstep: Class 2 contains 36773 members Entering Unmasked Estep Score: -7954005.500000 Penalty: 5360.712402 Iteration 6F: 3 clusters Score -7954006 nChanged 3226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10256 members Mstep: Class 2 contains 39153 members Entering Unmasked Estep Score: -7956519.000000 Penalty: 5360.712402 Iteration 7F: 3 clusters Score -7956519 nChanged 2377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 41000 members Entering Unmasked Estep Score: -7958143.500000 Penalty: 5360.712402 Iteration 8Q: 3 clusters Score -7958144 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 42442 members Entering Unmasked Estep Score: -7959310.000000 Penalty: 5360.712402 Iteration 9Q: 3 clusters Score -7959310 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 43658 members Entering Unmasked Estep Score: -7960230.500000 Penalty: 5360.712402 Iteration 10Q: 3 clusters Score -7960230 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 44655 members Entering Unmasked Estep Score: -7960941.000000 Penalty: 5360.712402 Iteration 11Q: 3 clusters Score -7960941 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 45417 members Entering Unmasked Estep Score: -7961383.500000 Penalty: 5360.712402 Iteration 12Q: 3 clusters Score -7961384 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 46023 members Entering Unmasked Estep Score: -7961671.500000 Penalty: 5360.712402 Iteration 13Q: 3 clusters Score -7961672 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 46529 members Entering Unmasked Estep Score: -7961960.000000 Penalty: 5360.712402 Iteration 14Q: 3 clusters Score -7961960 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 46909 members Entering Unmasked Estep Score: -7962154.500000 Penalty: 5360.712402 Iteration 15Q: 3 clusters Score -7962154 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 47202 members Entering Unmasked Estep Score: -7962276.500000 Penalty: 5360.712402 Iteration 16Q: 3 clusters Score -7962276 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 47405 members Entering Unmasked Estep Score: -7962359.500000 Penalty: 5360.712402 Iteration 17Q: 3 clusters Score -7962360 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 47538 members Entering Unmasked Estep Score: -7962421.500000 Penalty: 5360.712402 Iteration 18Q: 3 clusters Score -7962422 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 47635 members Entering Unmasked Estep Score: -7962454.000000 Penalty: 5360.712402 Iteration 19Q: 3 clusters Score -7962454 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 47707 members Entering Unmasked Estep Score: -7962440.000000 Penalty: 5360.712402 Iteration 20F: 3 clusters Score -7962440 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 47742 members Entering Unmasked Estep Score: -7962466.500000 Penalty: 5360.712402 Iteration 21Q: 3 clusters Score -7962466 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 47767 members Entering Unmasked Estep Score: -7962463.000000 Penalty: 5360.712402 Iteration 22Q: 3 clusters Score -7962463 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 47790 members Entering Unmasked Estep Score: -7962472.500000 Penalty: 5360.712402 Iteration 23Q: 3 clusters Score -7962472 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 47810 members Entering Unmasked Estep Score: -7962474.000000 Penalty: 5360.712402 Iteration 24Q: 3 clusters Score -7962474 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 47825 members Entering Unmasked Estep Score: -7962481.000000 Penalty: 5360.712402 Iteration 25Q: 3 clusters Score -7962481 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 47834 members Entering Unmasked Estep Score: -7962480.000000 Penalty: 5360.712402 Iteration 26Q: 3 clusters Score -7962480 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 47844 members Entering Unmasked Estep Score: -7962483.000000 Penalty: 5360.712402 Iteration 27Q: 3 clusters Score -7962483 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 47851 members Entering Unmasked Estep Score: -7962478.000000 Penalty: 5360.712402 Iteration 28Q: 3 clusters Score -7962478 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 47856 members Entering Unmasked Estep Score: -7962475.000000 Penalty: 5360.712402 Iteration 29Q: 3 clusters Score -7962475 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 47859 members Entering Unmasked Estep Score: -7962484.500000 Penalty: 5360.712402 Iteration 30Q: 3 clusters Score -7962484 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 47860 members Entering Unmasked Estep Score: -7962488.000000 Penalty: 5360.712402 Iteration 31Q: 3 clusters Score -7962488 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 47861 members Entering Unmasked Estep Score: -7962488.500000 Penalty: 5360.712402 Iteration 32Q: 3 clusters Score -7962488 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 47861 members Entering Unmasked Estep Score: -7962488.500000 Penalty: 5360.712402 Iteration 33F: 3 clusters Score -7962488 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Entering Unmasked Estep Score: -69634.156250 Penalty: 1535.198242 Iteration 0F: 2 clusters Score -69634.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -68201.960938 Penalty: 3070.396484 Iteration 0F: 3 clusters Score -68201.96 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -68387.781250 Penalty: 3070.396484 Iteration 1F: 3 clusters Score -68387.78 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -68435.164062 Penalty: 3070.396484 Iteration 2F: 3 clusters Score -68435.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -68482.906250 Penalty: 3070.396484 Iteration 3Q: 3 clusters Score -68482.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -68515.437500 Penalty: 3070.396484 Iteration 4Q: 3 clusters Score -68515.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -68551.632812 Penalty: 3070.396484 Iteration 5Q: 3 clusters Score -68551.63 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -68612.281250 Penalty: 3070.396484 Iteration 6Q: 3 clusters Score -68612.28 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -68690.000000 Penalty: 3070.396484 Iteration 7Q: 3 clusters Score -68690 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -68818.093750 Penalty: 3070.396484 Iteration 8Q: 3 clusters Score -68818.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -68873.070312 Penalty: 3070.396484 Iteration 9Q: 3 clusters Score -68873.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -68917.757812 Penalty: 3070.396484 Iteration 10Q: 3 clusters Score -68917.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -68941.148438 Penalty: 3070.396484 Iteration 11Q: 3 clusters Score -68941.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -68976.093750 Penalty: 3070.396484 Iteration 12Q: 3 clusters Score -68976.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -68993.046875 Penalty: 3070.396484 Iteration 13Q: 3 clusters Score -68993.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -68997.242188 Penalty: 3070.396484 Iteration 14Q: 3 clusters Score -68997.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -69006.976562 Penalty: 3070.396484 Iteration 15Q: 3 clusters Score -69006.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -69009.093750 Penalty: 3070.396484 Iteration 16Q: 3 clusters Score -69009.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -69009.125000 Penalty: 3070.396484 Iteration 17F: 3 clusters Score -69009.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -69012.390625 Penalty: 3070.396484 Iteration 18Q: 3 clusters Score -69012.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -69012.390625 Penalty: 3070.396484 Iteration 19F: 3 clusters Score -69012.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -51809.898438 Penalty: 1484.016235 Iteration 0F: 2 clusters Score -51809.9 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 214 members Entering Unmasked Estep Score: -50463.007812 Penalty: 2968.032471 Iteration 0F: 3 clusters Score -50463.01 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -50701.578125 Penalty: 2968.032471 Iteration 1F: 3 clusters Score -50701.58 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -50804.433594 Penalty: 2968.032471 Iteration 2F: 3 clusters Score -50804.43 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -50965.558594 Penalty: 2968.032471 Iteration 3F: 3 clusters Score -50965.56 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -51072.593750 Penalty: 2968.032471 Iteration 4F: 3 clusters Score -51072.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -51150.476562 Penalty: 2968.032471 Iteration 5Q: 3 clusters Score -51150.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -51246.550781 Penalty: 2968.032471 Iteration 6Q: 3 clusters Score -51246.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -51286.988281 Penalty: 2968.032471 Iteration 7Q: 3 clusters Score -51286.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -51326.417969 Penalty: 2968.032471 Iteration 8Q: 3 clusters Score -51326.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -51352.664062 Penalty: 2968.032471 Iteration 9Q: 3 clusters Score -51352.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -51407.816406 Penalty: 2968.032471 Iteration 10Q: 3 clusters Score -51407.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -51462.429688 Penalty: 2968.032471 Iteration 11Q: 3 clusters Score -51462.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -51482.550781 Penalty: 2968.032471 Iteration 12Q: 3 clusters Score -51482.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -51494.781250 Penalty: 2968.032471 Iteration 13Q: 3 clusters Score -51494.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -51494.781250 Penalty: 2968.032471 Iteration 14F: 3 clusters Score -51494.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Entering Unmasked Estep Score: -105465.843750 Penalty: 1645.389160 Iteration 0F: 2 clusters Score -105465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -103811.976562 Penalty: 3290.778320 Iteration 0F: 3 clusters Score -103812 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -104225.796875 Penalty: 3290.778320 Iteration 1F: 3 clusters Score -104225.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -104476.289062 Penalty: 3290.778320 Iteration 2F: 3 clusters Score -104476.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -104708.703125 Penalty: 3290.778320 Iteration 3F: 3 clusters Score -104708.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -104870.914062 Penalty: 3290.778320 Iteration 4Q: 3 clusters Score -104870.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -105053.687500 Penalty: 3290.778320 Iteration 5Q: 3 clusters Score -105053.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -105328.953125 Penalty: 3290.778320 Iteration 6Q: 3 clusters Score -105329 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -105590.273438 Penalty: 3290.778320 Iteration 7Q: 3 clusters Score -105590.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -105859.390625 Penalty: 3290.778320 Iteration 8Q: 3 clusters Score -105859.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -105924.867188 Penalty: 3290.778320 Iteration 9Q: 3 clusters Score -105924.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -105957.664062 Penalty: 3290.778320 Iteration 10Q: 3 clusters Score -105957.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -105980.039062 Penalty: 3290.778320 Iteration 11Q: 3 clusters Score -105980 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -105983.328125 Penalty: 3290.778320 Iteration 12Q: 3 clusters Score -105983.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -105986.171875 Penalty: 3290.778320 Iteration 13Q: 3 clusters Score -105986.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -105998.101562 Penalty: 3290.778320 Iteration 14Q: 3 clusters Score -105998.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -106010.445312 Penalty: 3290.778320 Iteration 15Q: 3 clusters Score -106010.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -106021.937500 Penalty: 3290.778320 Iteration 16Q: 3 clusters Score -106021.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -106024.335938 Penalty: 3290.778320 Iteration 17Q: 3 clusters Score -106024.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -106027.101562 Penalty: 3290.778320 Iteration 18Q: 3 clusters Score -106027.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -106027.101562 Penalty: 3290.778320 Iteration 19F: 3 clusters Score -106027.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29441 members Mstep: Class 4 contains 49409 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 408 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31509 members Mstep: Class 10 contains 11098 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 42021 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3927 members Mstep: Class 18 contains 6071 members Mstep: Class 19 contains 3944 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39868 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Mstep: Class 25 contains 353 members Entering Unmasked Estep Score: -37738940.000000 Penalty: 76699.429688 Splitting cluster 7 changes total score from -37739860.000000 to -37738940.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Entering Unmasked Estep Score: -170724.421875 Penalty: 1727.574097 Iteration 0F: 2 clusters Score -170724.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -168752.750000 Penalty: 3455.148193 Iteration 0F: 3 clusters Score -168752.8 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -169057.343750 Penalty: 3455.148193 Iteration 1F: 3 clusters Score -169057.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -169147.578125 Penalty: 3455.148193 Iteration 2F: 3 clusters Score -169147.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -169220.687500 Penalty: 3455.148193 Iteration 3Q: 3 clusters Score -169220.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -169256.218750 Penalty: 3455.148193 Iteration 4Q: 3 clusters Score -169256.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -169280.500000 Penalty: 3455.148193 Iteration 5Q: 3 clusters Score -169280.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -169300.312500 Penalty: 3455.148193 Iteration 6Q: 3 clusters Score -169300.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -169336.468750 Penalty: 3455.148193 Iteration 7Q: 3 clusters Score -169336.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -169379.640625 Penalty: 3455.148193 Iteration 8Q: 3 clusters Score -169379.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -169405.328125 Penalty: 3455.148193 Iteration 9Q: 3 clusters Score -169405.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -169424.093750 Penalty: 3455.148193 Iteration 10Q: 3 clusters Score -169424.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -169434.421875 Penalty: 3455.148193 Iteration 11Q: 3 clusters Score -169434.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -169440.531250 Penalty: 3455.148193 Iteration 12Q: 3 clusters Score -169440.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -169452.656250 Penalty: 3455.148193 Iteration 13Q: 3 clusters Score -169452.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -169460.812500 Penalty: 3455.148193 Iteration 14Q: 3 clusters Score -169460.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -169471.421875 Penalty: 3455.148193 Iteration 15Q: 3 clusters Score -169471.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -169480.625000 Penalty: 3455.148193 Iteration 16Q: 3 clusters Score -169480.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -169487.734375 Penalty: 3455.148193 Iteration 17Q: 3 clusters Score -169487.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -169494.718750 Penalty: 3455.148193 Iteration 18Q: 3 clusters Score -169494.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -169497.875000 Penalty: 3455.148193 Iteration 19Q: 3 clusters Score -169497.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -169498.500000 Penalty: 3455.148193 Iteration 20F: 3 clusters Score -169498.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (31509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31509 members Entering Unmasked Estep Score: -5132898.000000 Penalty: 2568.791016 Iteration 0F: 2 clusters Score -5132898 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15767 members Mstep: Class 2 contains 15742 members Entering Unmasked Estep Score: -5111369.500000 Penalty: 5137.582031 Iteration 0F: 3 clusters Score -5111370 nChanged 14227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 15767 members Entering Unmasked Estep Score: -5119147.500000 Penalty: 5137.582031 Iteration 1F: 3 clusters Score -5119148 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15757 members Mstep: Class 2 contains 15752 members Entering Unmasked Estep Score: -5119640.000000 Penalty: 5137.582031 Iteration 2Q: 3 clusters Score -5119640 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15717 members Mstep: Class 2 contains 15792 members Entering Unmasked Estep Score: -5120087.500000 Penalty: 5137.582031 Iteration 3Q: 3 clusters Score -5120088 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15640 members Mstep: Class 2 contains 15869 members Entering Unmasked Estep Score: -5120539.000000 Penalty: 5137.582031 Iteration 4Q: 3 clusters Score -5120539 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15539 members Mstep: Class 2 contains 15970 members Entering Unmasked Estep Score: -5121064.000000 Penalty: 5137.582031 Iteration 5Q: 3 clusters Score -5121064 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15371 members Mstep: Class 2 contains 16138 members Entering Unmasked Estep Score: -5121632.000000 Penalty: 5137.582031 Iteration 6Q: 3 clusters Score -5121632 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15136 members Mstep: Class 2 contains 16373 members Entering Unmasked Estep Score: -5122238.500000 Penalty: 5137.582031 Iteration 7Q: 3 clusters Score -5122238 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14877 members Mstep: Class 2 contains 16632 members Entering Unmasked Estep Score: -5122900.000000 Penalty: 5137.582031 Iteration 8Q: 3 clusters Score -5122900 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14567 members Mstep: Class 2 contains 16942 members Entering Unmasked Estep Score: -5123617.500000 Penalty: 5137.582031 Iteration 9Q: 3 clusters Score -5123618 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14239 members Mstep: Class 2 contains 17270 members Entering Unmasked Estep Score: -5124381.000000 Penalty: 5137.582031 Iteration 10Q: 3 clusters Score -5124381 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13895 members Mstep: Class 2 contains 17614 members Entering Unmasked Estep Score: -5125158.000000 Penalty: 5137.582031 Iteration 11Q: 3 clusters Score -5125158 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13558 members Mstep: Class 2 contains 17951 members Entering Unmasked Estep Score: -5125853.500000 Penalty: 5137.582031 Iteration 12Q: 3 clusters Score -5125854 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13235 members Mstep: Class 2 contains 18274 members Entering Unmasked Estep Score: -5126348.000000 Penalty: 5137.582031 Iteration 13Q: 3 clusters Score -5126348 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12923 members Mstep: Class 2 contains 18586 members Entering Unmasked Estep Score: -5126693.000000 Penalty: 5137.582031 Iteration 14Q: 3 clusters Score -5126693 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12649 members Mstep: Class 2 contains 18860 members Entering Unmasked Estep Score: -5126832.000000 Penalty: 5137.582031 Iteration 15Q: 3 clusters Score -5126832 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12399 members Mstep: Class 2 contains 19110 members Entering Unmasked Estep Score: -5126931.500000 Penalty: 5137.582031 Iteration 16Q: 3 clusters Score -5126932 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 19373 members Entering Unmasked Estep Score: -5127016.500000 Penalty: 5137.582031 Iteration 17Q: 3 clusters Score -5127016 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11904 members Mstep: Class 2 contains 19605 members Entering Unmasked Estep Score: -5127069.000000 Penalty: 5137.582031 Iteration 18Q: 3 clusters Score -5127069 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11648 members Mstep: Class 2 contains 19861 members Entering Unmasked Estep Score: -5127127.000000 Penalty: 5137.582031 Iteration 19Q: 3 clusters Score -5127127 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11349 members Mstep: Class 2 contains 20160 members Entering Unmasked Estep Score: -5127188.000000 Penalty: 5137.582031 Iteration 20F: 3 clusters Score -5127188 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11055 members Mstep: Class 2 contains 20454 members Entering Unmasked Estep Score: -5127268.500000 Penalty: 5137.582031 Iteration 21Q: 3 clusters Score -5127268 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10732 members Mstep: Class 2 contains 20777 members Entering Unmasked Estep Score: -5127383.000000 Penalty: 5137.582031 Iteration 22Q: 3 clusters Score -5127383 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10386 members Mstep: Class 2 contains 21123 members Entering Unmasked Estep Score: -5127487.500000 Penalty: 5137.582031 Iteration 23Q: 3 clusters Score -5127488 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 21477 members Entering Unmasked Estep Score: -5127597.000000 Penalty: 5137.582031 Iteration 24Q: 3 clusters Score -5127597 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 21847 members Entering Unmasked Estep Score: -5127726.000000 Penalty: 5137.582031 Iteration 25Q: 3 clusters Score -5127726 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9252 members Mstep: Class 2 contains 22257 members Entering Unmasked Estep Score: -5127845.000000 Penalty: 5137.582031 Iteration 26Q: 3 clusters Score -5127845 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 22669 members Entering Unmasked Estep Score: -5127975.500000 Penalty: 5137.582031 Iteration 27Q: 3 clusters Score -5127976 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8389 members Mstep: Class 2 contains 23120 members Entering Unmasked Estep Score: -5128119.000000 Penalty: 5137.582031 Iteration 28Q: 3 clusters Score -5128119 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 23598 members Entering Unmasked Estep Score: -5128300.000000 Penalty: 5137.582031 Iteration 29Q: 3 clusters Score -5128300 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7399 members Mstep: Class 2 contains 24110 members Entering Unmasked Estep Score: -5128506.000000 Penalty: 5137.582031 Iteration 30Q: 3 clusters Score -5128506 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6875 members Mstep: Class 2 contains 24634 members Entering Unmasked Estep Score: -5128738.000000 Penalty: 5137.582031 Iteration 31Q: 3 clusters Score -5128738 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 25151 members Entering Unmasked Estep Score: -5128964.500000 Penalty: 5137.582031 Iteration 32Q: 3 clusters Score -5128964 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 25653 members Entering Unmasked Estep Score: -5129230.000000 Penalty: 5137.582031 Iteration 33Q: 3 clusters Score -5129230 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 26135 members Entering Unmasked Estep Score: -5129486.000000 Penalty: 5137.582031 Iteration 34Q: 3 clusters Score -5129486 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 26590 members Entering Unmasked Estep Score: -5129710.500000 Penalty: 5137.582031 Iteration 35Q: 3 clusters Score -5129710 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 26997 members Entering Unmasked Estep Score: -5129921.500000 Penalty: 5137.582031 Iteration 36Q: 3 clusters Score -5129922 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 27349 members Entering Unmasked Estep Score: -5130123.500000 Penalty: 5137.582031 Iteration 37Q: 3 clusters Score -5130124 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 27681 members Entering Unmasked Estep Score: -5130298.000000 Penalty: 5137.582031 Iteration 38Q: 3 clusters Score -5130298 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 27976 members Entering Unmasked Estep Score: -5130451.500000 Penalty: 5137.582031 Iteration 39Q: 3 clusters Score -5130452 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 28256 members Entering Unmasked Estep Score: -5130596.000000 Penalty: 5137.582031 Iteration 40F: 3 clusters Score -5130596 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 28467 members Entering Unmasked Estep Score: -5130678.500000 Penalty: 5137.582031 Iteration 41Q: 3 clusters Score -5130678 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 28642 members Entering Unmasked Estep Score: -5130748.000000 Penalty: 5137.582031 Iteration 42Q: 3 clusters Score -5130748 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 28803 members Entering Unmasked Estep Score: -5130808.000000 Penalty: 5137.582031 Iteration 43Q: 3 clusters Score -5130808 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 28927 members Entering Unmasked Estep Score: -5130855.500000 Penalty: 5137.582031 Iteration 44Q: 3 clusters Score -5130856 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 29050 members Entering Unmasked Estep Score: -5130895.500000 Penalty: 5137.582031 Iteration 45Q: 3 clusters Score -5130896 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 29165 members Entering Unmasked Estep Score: -5130929.000000 Penalty: 5137.582031 Iteration 46Q: 3 clusters Score -5130929 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 29267 members Entering Unmasked Estep Score: -5130961.000000 Penalty: 5137.582031 Iteration 47Q: 3 clusters Score -5130961 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 29343 members Entering Unmasked Estep Score: -5130967.500000 Penalty: 5137.582031 Iteration 48Q: 3 clusters Score -5130968 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 29407 members Entering Unmasked Estep Score: -5130995.500000 Penalty: 5137.582031 Iteration 49Q: 3 clusters Score -5130996 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 29471 members Entering Unmasked Estep Score: -5131017.500000 Penalty: 5137.582031 Iteration 50Q: 3 clusters Score -5131018 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 29523 members Entering Unmasked Estep Score: -5131026.000000 Penalty: 5137.582031 Iteration 51Q: 3 clusters Score -5131026 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 29564 members Entering Unmasked Estep Score: -5131027.000000 Penalty: 5137.582031 Iteration 52Q: 3 clusters Score -5131027 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 29608 members Entering Unmasked Estep Score: -5131047.000000 Penalty: 5137.582031 Iteration 53Q: 3 clusters Score -5131047 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 29652 members Entering Unmasked Estep Score: -5131063.500000 Penalty: 5137.582031 Iteration 54Q: 3 clusters Score -5131064 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 29686 members Entering Unmasked Estep Score: -5131071.500000 Penalty: 5137.582031 Iteration 55Q: 3 clusters Score -5131072 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 29717 members Entering Unmasked Estep Score: -5131079.500000 Penalty: 5137.582031 Iteration 56Q: 3 clusters Score -5131080 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 29746 members Entering Unmasked Estep Score: -5131093.000000 Penalty: 5137.582031 Iteration 57Q: 3 clusters Score -5131093 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 29773 members Entering Unmasked Estep Score: -5131097.500000 Penalty: 5137.582031 Iteration 58Q: 3 clusters Score -5131098 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 29789 members Entering Unmasked Estep Score: -5131105.500000 Penalty: 5137.582031 Iteration 59Q: 3 clusters Score -5131106 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 29801 members Entering Unmasked Estep Score: -5131109.500000 Penalty: 5137.582031 Iteration 60F: 3 clusters Score -5131110 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 29815 members Entering Unmasked Estep Score: -5131107.000000 Penalty: 5137.582031 Iteration 61Q: 3 clusters Score -5131107 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 29835 members Entering Unmasked Estep Score: -5131112.000000 Penalty: 5137.582031 Iteration 62Q: 3 clusters Score -5131112 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 29848 members Entering Unmasked Estep Score: -5131121.500000 Penalty: 5137.582031 Iteration 63Q: 3 clusters Score -5131122 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 29858 members Entering Unmasked Estep Score: -5131119.000000 Penalty: 5137.582031 Iteration 64Q: 3 clusters Score -5131119 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 29864 members Entering Unmasked Estep Score: -5131121.500000 Penalty: 5137.582031 Iteration 65Q: 3 clusters Score -5131122 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 29872 members Entering Unmasked Estep Score: -5131126.000000 Penalty: 5137.582031 Iteration 66Q: 3 clusters Score -5131126 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 29884 members Entering Unmasked Estep Score: -5131132.500000 Penalty: 5137.582031 Iteration 67Q: 3 clusters Score -5131132 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 29890 members Entering Unmasked Estep Score: -5131125.500000 Penalty: 5137.582031 Iteration 68Q: 3 clusters Score -5131126 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 29895 members Entering Unmasked Estep Score: -5131128.000000 Penalty: 5137.582031 Iteration 69Q: 3 clusters Score -5131128 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 29902 members Entering Unmasked Estep Score: -5131137.500000 Penalty: 5137.582031 Iteration 70Q: 3 clusters Score -5131138 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 29910 members Entering Unmasked Estep Score: -5131137.000000 Penalty: 5137.582031 Iteration 71Q: 3 clusters Score -5131137 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 29921 members Entering Unmasked Estep Score: -5131138.500000 Penalty: 5137.582031 Iteration 72Q: 3 clusters Score -5131138 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 29936 members Entering Unmasked Estep Score: -5131140.500000 Penalty: 5137.582031 Iteration 73Q: 3 clusters Score -5131140 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 29953 members Entering Unmasked Estep Score: -5131152.500000 Penalty: 5137.582031 Iteration 74Q: 3 clusters Score -5131152 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 29959 members Entering Unmasked Estep Score: -5131152.000000 Penalty: 5137.582031 Iteration 75Q: 3 clusters Score -5131152 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 29968 members Entering Unmasked Estep Score: -5131153.000000 Penalty: 5137.582031 Iteration 76Q: 3 clusters Score -5131153 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 29975 members Entering Unmasked Estep Score: -5131154.000000 Penalty: 5137.582031 Iteration 77Q: 3 clusters Score -5131154 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 29982 members Entering Unmasked Estep Score: -5131162.000000 Penalty: 5137.582031 Iteration 78Q: 3 clusters Score -5131162 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 29992 members Entering Unmasked Estep Score: -5131157.000000 Penalty: 5137.582031 Iteration 79Q: 3 clusters Score -5131157 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 30002 members Entering Unmasked Estep Score: -5131161.000000 Penalty: 5137.582031 Iteration 80F: 3 clusters Score -5131161 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 30006 members Entering Unmasked Estep Score: -5131161.000000 Penalty: 5137.582031 Iteration 81Q: 3 clusters Score -5131161 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 30012 members Entering Unmasked Estep Score: -5131165.000000 Penalty: 5137.582031 Iteration 82Q: 3 clusters Score -5131165 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 30017 members Entering Unmasked Estep Score: -5131159.500000 Penalty: 5137.582031 Iteration 83Q: 3 clusters Score -5131160 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 30022 members Entering Unmasked Estep Score: -5131170.000000 Penalty: 5137.582031 Iteration 84Q: 3 clusters Score -5131170 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 30027 members Entering Unmasked Estep Score: -5131172.500000 Penalty: 5137.582031 Iteration 85Q: 3 clusters Score -5131172 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 30035 members Entering Unmasked Estep Score: -5131177.000000 Penalty: 5137.582031 Iteration 86Q: 3 clusters Score -5131177 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 30045 members Entering Unmasked Estep Score: -5131180.000000 Penalty: 5137.582031 Iteration 87Q: 3 clusters Score -5131180 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 30057 members Entering Unmasked Estep Score: -5131179.500000 Penalty: 5137.582031 Iteration 88Q: 3 clusters Score -5131180 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 30062 members Entering Unmasked Estep Score: -5131193.000000 Penalty: 5137.582031 Iteration 89Q: 3 clusters Score -5131193 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 30069 members Entering Unmasked Estep Score: -5131201.000000 Penalty: 5137.582031 Iteration 90Q: 3 clusters Score -5131201 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 30080 members Entering Unmasked Estep Score: -5131206.000000 Penalty: 5137.582031 Iteration 91Q: 3 clusters Score -5131206 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 30090 members Entering Unmasked Estep Score: -5131203.000000 Penalty: 5137.582031 Iteration 92Q: 3 clusters Score -5131203 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 30094 members Entering Unmasked Estep Score: -5131201.500000 Penalty: 5137.582031 Iteration 93Q: 3 clusters Score -5131202 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 30099 members Entering Unmasked Estep Score: -5131206.000000 Penalty: 5137.582031 Iteration 94Q: 3 clusters Score -5131206 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 30108 members Entering Unmasked Estep Score: -5131213.000000 Penalty: 5137.582031 Iteration 95Q: 3 clusters Score -5131213 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 30113 members Entering Unmasked Estep Score: -5131213.500000 Penalty: 5137.582031 Iteration 96Q: 3 clusters Score -5131214 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 30119 members Entering Unmasked Estep Score: -5131214.500000 Penalty: 5137.582031 Iteration 97Q: 3 clusters Score -5131214 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 30121 members Entering Unmasked Estep Score: -5131211.500000 Penalty: 5137.582031 Iteration 98Q: 3 clusters Score -5131212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 30122 members Entering Unmasked Estep Score: -5131212.000000 Penalty: 5137.582031 Iteration 99Q: 3 clusters Score -5131212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 30122 members Entering Unmasked Estep Score: -5131212.000000 Penalty: 5137.582031 Iteration 100F: 3 clusters Score -5131212 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (11098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11098 members Entering Unmasked Estep Score: -1767826.625000 Penalty: 2310.000977 Iteration 0F: 2 clusters Score -1767827 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -1759602.875000 Penalty: 4620.001953 Iteration 0F: 3 clusters Score -1759603 nChanged 4557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -1761842.625000 Penalty: 4620.001953 Iteration 1F: 3 clusters Score -1761843 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -1762238.500000 Penalty: 4620.001953 Iteration 2F: 3 clusters Score -1762238 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -1762596.375000 Penalty: 4620.001953 Iteration 3F: 3 clusters Score -1762596 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -1762990.000000 Penalty: 4620.001953 Iteration 4F: 3 clusters Score -1762990 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1763443.125000 Penalty: 4620.001953 Iteration 5F: 3 clusters Score -1763443 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -1763990.000000 Penalty: 4620.001953 Iteration 6F: 3 clusters Score -1763990 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -1764551.875000 Penalty: 4620.001953 Iteration 7F: 3 clusters Score -1764552 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -1765069.000000 Penalty: 4620.001953 Iteration 8F: 3 clusters Score -1765069 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -1765492.250000 Penalty: 4620.001953 Iteration 9F: 3 clusters Score -1765492 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8562 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -1765807.625000 Penalty: 4620.001953 Iteration 10Q: 3 clusters Score -1765808 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8867 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1766034.875000 Penalty: 4620.001953 Iteration 11Q: 3 clusters Score -1766035 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -1766183.375000 Penalty: 4620.001953 Iteration 12Q: 3 clusters Score -1766183 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -1766308.500000 Penalty: 4620.001953 Iteration 13Q: 3 clusters Score -1766308 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9486 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1766405.125000 Penalty: 4620.001953 Iteration 14Q: 3 clusters Score -1766405 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9619 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -1766467.250000 Penalty: 4620.001953 Iteration 15Q: 3 clusters Score -1766467 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9711 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -1766508.875000 Penalty: 4620.001953 Iteration 16Q: 3 clusters Score -1766509 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9781 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -1766541.000000 Penalty: 4620.001953 Iteration 17Q: 3 clusters Score -1766541 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1766565.125000 Penalty: 4620.001953 Iteration 18Q: 3 clusters Score -1766565 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9894 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1766583.250000 Penalty: 4620.001953 Iteration 19Q: 3 clusters Score -1766583 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9924 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1766588.750000 Penalty: 4620.001953 Iteration 20F: 3 clusters Score -1766589 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -1766597.750000 Penalty: 4620.001953 Iteration 21Q: 3 clusters Score -1766598 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9968 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -1766606.500000 Penalty: 4620.001953 Iteration 22Q: 3 clusters Score -1766606 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9993 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -1766614.500000 Penalty: 4620.001953 Iteration 23Q: 3 clusters Score -1766614 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10017 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -1766619.750000 Penalty: 4620.001953 Iteration 24Q: 3 clusters Score -1766620 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1766627.500000 Penalty: 4620.001953 Iteration 25Q: 3 clusters Score -1766628 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10057 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -1766635.250000 Penalty: 4620.001953 Iteration 26Q: 3 clusters Score -1766635 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -1766634.000000 Penalty: 4620.001953 Iteration 27Q: 3 clusters Score -1766634 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10070 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1766638.000000 Penalty: 4620.001953 Iteration 28Q: 3 clusters Score -1766638 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -1766638.000000 Penalty: 4620.001953 Iteration 29Q: 3 clusters Score -1766638 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10080 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1766641.000000 Penalty: 4620.001953 Iteration 30Q: 3 clusters Score -1766641 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10084 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1766643.250000 Penalty: 4620.001953 Iteration 31Q: 3 clusters Score -1766643 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10089 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -1766647.125000 Penalty: 4620.001953 Iteration 32Q: 3 clusters Score -1766647 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10094 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -1766646.875000 Penalty: 4620.001953 Iteration 33Q: 3 clusters Score -1766647 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -1766650.875000 Penalty: 4620.001953 Iteration 34Q: 3 clusters Score -1766651 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10098 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -1766648.125000 Penalty: 4620.001953 Iteration 35Q: 3 clusters Score -1766648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1766649.875000 Penalty: 4620.001953 Iteration 36Q: 3 clusters Score -1766650 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1766649.875000 Penalty: 4620.001953 Iteration 37F: 3 clusters Score -1766650 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -119211.679688 Penalty: 1650.868164 Iteration 0F: 2 clusters Score -119211.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -117458.250000 Penalty: 3301.736328 Iteration 0F: 3 clusters Score -117458.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -117711.789062 Penalty: 3301.736328 Iteration 1F: 3 clusters Score -117711.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -117788.328125 Penalty: 3301.736328 Iteration 2F: 3 clusters Score -117788.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -117816.046875 Penalty: 3301.736328 Iteration 3Q: 3 clusters Score -117816 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -117824.031250 Penalty: 3301.736328 Iteration 4Q: 3 clusters Score -117824 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -117833.164062 Penalty: 3301.736328 Iteration 5Q: 3 clusters Score -117833.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -117845.148438 Penalty: 3301.736328 Iteration 6Q: 3 clusters Score -117845.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -117863.289062 Penalty: 3301.736328 Iteration 7Q: 3 clusters Score -117863.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -117887.820312 Penalty: 3301.736328 Iteration 8Q: 3 clusters Score -117887.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -117927.304688 Penalty: 3301.736328 Iteration 9Q: 3 clusters Score -117927.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -117980.265625 Penalty: 3301.736328 Iteration 10Q: 3 clusters Score -117980.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -118020.265625 Penalty: 3301.736328 Iteration 11Q: 3 clusters Score -118020.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -118051.867188 Penalty: 3301.736328 Iteration 12Q: 3 clusters Score -118051.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -118085.796875 Penalty: 3301.736328 Iteration 13Q: 3 clusters Score -118085.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -118116.515625 Penalty: 3301.736328 Iteration 14Q: 3 clusters Score -118116.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -118158.937500 Penalty: 3301.736328 Iteration 15Q: 3 clusters Score -118158.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -118208.718750 Penalty: 3301.736328 Iteration 16Q: 3 clusters Score -118208.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -118262.546875 Penalty: 3301.736328 Iteration 17Q: 3 clusters Score -118262.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -118300.109375 Penalty: 3301.736328 Iteration 18Q: 3 clusters Score -118300.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -118317.859375 Penalty: 3301.736328 Iteration 19Q: 3 clusters Score -118317.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -118323.132812 Penalty: 3301.736328 Iteration 20F: 3 clusters Score -118323.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -118328.062500 Penalty: 3301.736328 Iteration 21Q: 3 clusters Score -118328.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -118332.859375 Penalty: 3301.736328 Iteration 22Q: 3 clusters Score -118332.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -118334.843750 Penalty: 3301.736328 Iteration 23Q: 3 clusters Score -118334.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -118336.085938 Penalty: 3301.736328 Iteration 24Q: 3 clusters Score -118336.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -118336.085938 Penalty: 3301.736328 Iteration 25F: 3 clusters Score -118336.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -46629.707031 Penalty: 1455.585693 Iteration 0F: 2 clusters Score -46629.71 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 165 members Entering Unmasked Estep Score: -45325.992188 Penalty: 2911.171387 Iteration 0F: 3 clusters Score -45325.99 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -45524.367188 Penalty: 2911.171387 Iteration 1F: 3 clusters Score -45524.37 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -45677.656250 Penalty: 2911.171387 Iteration 2F: 3 clusters Score -45677.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -45702.578125 Penalty: 2911.171387 Iteration 3Q: 3 clusters Score -45702.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -45725.890625 Penalty: 2911.171387 Iteration 4Q: 3 clusters Score -45725.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -45743.562500 Penalty: 2911.171387 Iteration 5Q: 3 clusters Score -45743.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -45769.871094 Penalty: 2911.171387 Iteration 6Q: 3 clusters Score -45769.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -45809.917969 Penalty: 2911.171387 Iteration 7Q: 3 clusters Score -45809.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -45836.269531 Penalty: 2911.171387 Iteration 8Q: 3 clusters Score -45836.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -45844.882812 Penalty: 2911.171387 Iteration 9Q: 3 clusters Score -45844.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -45859.144531 Penalty: 2911.171387 Iteration 10Q: 3 clusters Score -45859.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -45867.054688 Penalty: 2911.171387 Iteration 11Q: 3 clusters Score -45867.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -45877.824219 Penalty: 2911.171387 Iteration 12Q: 3 clusters Score -45877.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -45891.187500 Penalty: 2911.171387 Iteration 13Q: 3 clusters Score -45891.19 nChanged 1 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: -45896.058594 Penalty: 2911.171387 Iteration 14Q: 3 clusters Score -45896.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -45900.691406 Penalty: 2911.171387 Iteration 15Q: 3 clusters Score -45900.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -45909.101562 Penalty: 2911.171387 Iteration 16Q: 3 clusters Score -45909.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -45918.980469 Penalty: 2911.171387 Iteration 17Q: 3 clusters Score -45918.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -45937.902344 Penalty: 2911.171387 Iteration 18Q: 3 clusters Score -45937.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -45955.265625 Penalty: 2911.171387 Iteration 19Q: 3 clusters Score -45955.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -45961.722656 Penalty: 2911.171387 Iteration 20F: 3 clusters Score -45961.72 nChanged 2 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: -45971.476562 Penalty: 2911.171387 Iteration 21Q: 3 clusters Score -45971.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -45992.945312 Penalty: 2911.171387 Iteration 22Q: 3 clusters Score -45992.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -46001.777344 Penalty: 2911.171387 Iteration 23Q: 3 clusters Score -46001.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -46005.234375 Penalty: 2911.171387 Iteration 24Q: 3 clusters Score -46005.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -46024.289062 Penalty: 2911.171387 Iteration 25Q: 3 clusters Score -46024.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -46026.511719 Penalty: 2911.171387 Iteration 26Q: 3 clusters Score -46026.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -46026.511719 Penalty: 2911.171387 Iteration 27F: 3 clusters Score -46026.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Entering Unmasked Estep Score: -107489.390625 Penalty: 1644.736450 Iteration 0F: 2 clusters Score -107489.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -105748.804688 Penalty: 3289.472900 Iteration 0F: 3 clusters Score -105748.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -105991.679688 Penalty: 3289.472900 Iteration 1F: 3 clusters Score -105991.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -106074.664062 Penalty: 3289.472900 Iteration 2F: 3 clusters Score -106074.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -106124.757812 Penalty: 3289.472900 Iteration 3Q: 3 clusters Score -106124.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -106153.609375 Penalty: 3289.472900 Iteration 4Q: 3 clusters Score -106153.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -106179.867188 Penalty: 3289.472900 Iteration 5Q: 3 clusters Score -106179.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -106201.203125 Penalty: 3289.472900 Iteration 6Q: 3 clusters Score -106201.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -106222.804688 Penalty: 3289.472900 Iteration 7Q: 3 clusters Score -106222.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -106236.703125 Penalty: 3289.472900 Iteration 8Q: 3 clusters Score -106236.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -106248.164062 Penalty: 3289.472900 Iteration 9Q: 3 clusters Score -106248.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -106250.445312 Penalty: 3289.472900 Iteration 10Q: 3 clusters Score -106250.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -106252.835938 Penalty: 3289.472900 Iteration 11Q: 3 clusters Score -106252.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -106255.890625 Penalty: 3289.472900 Iteration 12Q: 3 clusters Score -106255.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -106257.132812 Penalty: 3289.472900 Iteration 13Q: 3 clusters Score -106257.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -106257.132812 Penalty: 3289.472900 Iteration 14F: 3 clusters Score -106257.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Entering Unmasked Estep Score: -717991.187500 Penalty: 2079.714355 Iteration 0F: 2 clusters Score -717991.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -713863.562500 Penalty: 4159.428711 Iteration 0F: 3 clusters Score -713863.6 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -714918.562500 Penalty: 4159.428711 Iteration 1F: 3 clusters Score -714918.6 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -715385.250000 Penalty: 4159.428711 Iteration 2F: 3 clusters Score -715385.2 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -715816.875000 Penalty: 4159.428711 Iteration 3F: 3 clusters Score -715816.9 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -716187.187500 Penalty: 4159.428711 Iteration 4F: 3 clusters Score -716187.2 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -716428.750000 Penalty: 4159.428711 Iteration 5F: 3 clusters Score -716428.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -716591.875000 Penalty: 4159.428711 Iteration 6Q: 3 clusters Score -716591.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -716680.750000 Penalty: 4159.428711 Iteration 7Q: 3 clusters Score -716680.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -716732.687500 Penalty: 4159.428711 Iteration 8Q: 3 clusters Score -716732.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -716760.062500 Penalty: 4159.428711 Iteration 9Q: 3 clusters Score -716760.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -716779.125000 Penalty: 4159.428711 Iteration 10Q: 3 clusters Score -716779.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -716791.125000 Penalty: 4159.428711 Iteration 11Q: 3 clusters Score -716791.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -716805.250000 Penalty: 4159.428711 Iteration 12Q: 3 clusters Score -716805.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -716814.437500 Penalty: 4159.428711 Iteration 13Q: 3 clusters Score -716814.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -716819.375000 Penalty: 4159.428711 Iteration 14Q: 3 clusters Score -716819.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -716823.500000 Penalty: 4159.428711 Iteration 15Q: 3 clusters Score -716823.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -716824.562500 Penalty: 4159.428711 Iteration 16Q: 3 clusters Score -716824.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -716825.937500 Penalty: 4159.428711 Iteration 17Q: 3 clusters Score -716825.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -716827.562500 Penalty: 4159.428711 Iteration 18Q: 3 clusters Score -716827.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -716830.312500 Penalty: 4159.428711 Iteration 19Q: 3 clusters Score -716830.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -716830.625000 Penalty: 4159.428711 Iteration 20F: 3 clusters Score -716830.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (42021 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42021 members Entering Unmasked Estep Score: -6936033.500000 Penalty: 2640.189209 Iteration 0F: 2 clusters Score -6936034 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21120 members Mstep: Class 2 contains 20901 members Entering Unmasked Estep Score: -6909246.500000 Penalty: 5280.378418 Iteration 0F: 3 clusters Score -6909246 nChanged 19217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22399 members Mstep: Class 2 contains 19622 members Entering Unmasked Estep Score: -6920039.500000 Penalty: 5280.378418 Iteration 1F: 3 clusters Score -6920040 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23312 members Mstep: Class 2 contains 18709 members Entering Unmasked Estep Score: -6920897.000000 Penalty: 5280.378418 Iteration 2Q: 3 clusters Score -6920897 nChanged 2276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24594 members Mstep: Class 2 contains 17427 members Entering Unmasked Estep Score: -6921999.500000 Penalty: 5280.378418 Iteration 3F: 3 clusters Score -6922000 nChanged 2611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26289 members Mstep: Class 2 contains 15732 members Entering Unmasked Estep Score: -6923599.000000 Penalty: 5280.378418 Iteration 4F: 3 clusters Score -6923599 nChanged 2956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28295 members Mstep: Class 2 contains 13726 members Entering Unmasked Estep Score: -6925661.500000 Penalty: 5280.378418 Iteration 5F: 3 clusters Score -6925662 nChanged 3030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30399 members Mstep: Class 2 contains 11622 members Entering Unmasked Estep Score: -6927909.000000 Penalty: 5280.378418 Iteration 6F: 3 clusters Score -6927909 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32136 members Mstep: Class 2 contains 9885 members Entering Unmasked Estep Score: -6929698.000000 Penalty: 5280.378418 Iteration 7F: 3 clusters Score -6929698 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33297 members Mstep: Class 2 contains 8724 members Entering Unmasked Estep Score: -6931128.000000 Penalty: 5280.378418 Iteration 8Q: 3 clusters Score -6931128 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33975 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -6932071.000000 Penalty: 5280.378418 Iteration 9Q: 3 clusters Score -6932071 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34411 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -6932573.500000 Penalty: 5280.378418 Iteration 10Q: 3 clusters Score -6932574 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34759 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -6932854.000000 Penalty: 5280.378418 Iteration 11Q: 3 clusters Score -6932854 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35076 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -6933112.500000 Penalty: 5280.378418 Iteration 12Q: 3 clusters Score -6933112 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35308 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -6933246.000000 Penalty: 5280.378418 Iteration 13Q: 3 clusters Score -6933246 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35478 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -6933301.000000 Penalty: 5280.378418 Iteration 14Q: 3 clusters Score -6933301 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35597 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -6933378.500000 Penalty: 5280.378418 Iteration 15Q: 3 clusters Score -6933378 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35683 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -6933387.000000 Penalty: 5280.378418 Iteration 16Q: 3 clusters Score -6933387 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35766 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -6933449.000000 Penalty: 5280.378418 Iteration 17Q: 3 clusters Score -6933449 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35836 members Mstep: Class 2 contains 6185 members Entering Unmasked Estep Score: -6933471.500000 Penalty: 5280.378418 Iteration 18Q: 3 clusters Score -6933472 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35899 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -6933552.000000 Penalty: 5280.378418 Iteration 19Q: 3 clusters Score -6933552 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35935 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -6933588.000000 Penalty: 5280.378418 Iteration 20F: 3 clusters Score -6933588 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35974 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -6933622.000000 Penalty: 5280.378418 Iteration 21Q: 3 clusters Score -6933622 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36015 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -6933640.000000 Penalty: 5280.378418 Iteration 22Q: 3 clusters Score -6933640 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36047 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -6933669.000000 Penalty: 5280.378418 Iteration 23Q: 3 clusters Score -6933669 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36092 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -6933680.500000 Penalty: 5280.378418 Iteration 24Q: 3 clusters Score -6933680 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36129 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -6933693.000000 Penalty: 5280.378418 Iteration 25Q: 3 clusters Score -6933693 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36162 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -6933696.000000 Penalty: 5280.378418 Iteration 26Q: 3 clusters Score -6933696 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36184 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -6933710.000000 Penalty: 5280.378418 Iteration 27Q: 3 clusters Score -6933710 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36204 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -6933721.500000 Penalty: 5280.378418 Iteration 28Q: 3 clusters Score -6933722 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36218 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -6933727.500000 Penalty: 5280.378418 Iteration 29Q: 3 clusters Score -6933728 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36228 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -6933720.500000 Penalty: 5280.378418 Iteration 30Q: 3 clusters Score -6933720 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36234 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -6933734.000000 Penalty: 5280.378418 Iteration 31Q: 3 clusters Score -6933734 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36230 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -6933732.000000 Penalty: 5280.378418 Iteration 32Q: 3 clusters Score -6933732 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36238 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -6933727.500000 Penalty: 5280.378418 Iteration 33Q: 3 clusters Score -6933728 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36246 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -6933728.000000 Penalty: 5280.378418 Iteration 34Q: 3 clusters Score -6933728 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36250 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -6933725.500000 Penalty: 5280.378418 Iteration 35Q: 3 clusters Score -6933726 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36254 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -6933726.500000 Penalty: 5280.378418 Iteration 36Q: 3 clusters Score -6933726 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36253 members Mstep: Class 2 contains 5768 members Entering Unmasked Estep Score: -6933735.000000 Penalty: 5280.378418 Iteration 37Q: 3 clusters Score -6933735 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36251 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -6933730.000000 Penalty: 5280.378418 Iteration 38Q: 3 clusters Score -6933730 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36255 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -6933730.500000 Penalty: 5280.378418 Iteration 39Q: 3 clusters Score -6933730 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36261 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -6933739.500000 Penalty: 5280.378418 Iteration 40F: 3 clusters Score -6933740 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36260 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -6933730.500000 Penalty: 5280.378418 Iteration 41Q: 3 clusters Score -6933730 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36262 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -6933728.500000 Penalty: 5280.378418 Iteration 42Q: 3 clusters Score -6933728 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36264 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -6933743.000000 Penalty: 5280.378418 Iteration 43Q: 3 clusters Score -6933743 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36266 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -6933737.000000 Penalty: 5280.378418 Iteration 44Q: 3 clusters Score -6933737 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36266 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -6933737.000000 Penalty: 5280.378418 Iteration 45F: 3 clusters Score -6933737 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -71173.648438 Penalty: 1566.208862 Iteration 0F: 2 clusters Score -71173.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -69730.132812 Penalty: 3132.417725 Iteration 0F: 3 clusters Score -69730.13 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -70212.882812 Penalty: 3132.417725 Iteration 1F: 3 clusters Score -70212.88 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -70457.757812 Penalty: 3132.417725 Iteration 2F: 3 clusters Score -70457.76 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -70555.265625 Penalty: 3132.417725 Iteration 3Q: 3 clusters Score -70555.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -70596.820312 Penalty: 3132.417725 Iteration 4Q: 3 clusters Score -70596.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -70630.382812 Penalty: 3132.417725 Iteration 5Q: 3 clusters Score -70630.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -70656.742188 Penalty: 3132.417725 Iteration 6Q: 3 clusters Score -70656.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -70687.281250 Penalty: 3132.417725 Iteration 7Q: 3 clusters Score -70687.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -70724.906250 Penalty: 3132.417725 Iteration 8Q: 3 clusters Score -70724.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -70781.484375 Penalty: 3132.417725 Iteration 9Q: 3 clusters Score -70781.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -70879.007812 Penalty: 3132.417725 Iteration 10Q: 3 clusters Score -70879.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -70925.242188 Penalty: 3132.417725 Iteration 11Q: 3 clusters Score -70925.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -70929.484375 Penalty: 3132.417725 Iteration 12Q: 3 clusters Score -70929.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -70931.156250 Penalty: 3132.417725 Iteration 13F: 3 clusters Score -70931.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -70948.429688 Penalty: 3132.417725 Iteration 14Q: 3 clusters Score -70948.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -70948.429688 Penalty: 3132.417725 Iteration 15F: 3 clusters Score -70948.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3927 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Entering Unmasked Estep Score: -646297.625000 Penalty: 2052.356445 Iteration 0F: 2 clusters Score -646297.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -642488.875000 Penalty: 4104.712891 Iteration 0F: 3 clusters Score -642488.9 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -643401.875000 Penalty: 4104.712891 Iteration 1F: 3 clusters Score -643401.9 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -643658.437500 Penalty: 4104.712891 Iteration 2F: 3 clusters Score -643658.4 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -643849.937500 Penalty: 4104.712891 Iteration 3F: 3 clusters Score -643849.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -644017.937500 Penalty: 4104.712891 Iteration 4F: 3 clusters Score -644017.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -644161.812500 Penalty: 4104.712891 Iteration 5Q: 3 clusters Score -644161.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -644296.937500 Penalty: 4104.712891 Iteration 6Q: 3 clusters Score -644296.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -644412.875000 Penalty: 4104.712891 Iteration 7Q: 3 clusters Score -644412.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -644504.625000 Penalty: 4104.712891 Iteration 8Q: 3 clusters Score -644504.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -644573.437500 Penalty: 4104.712891 Iteration 9Q: 3 clusters Score -644573.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -644632.125000 Penalty: 4104.712891 Iteration 10Q: 3 clusters Score -644632.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -644678.375000 Penalty: 4104.712891 Iteration 11Q: 3 clusters Score -644678.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -644711.000000 Penalty: 4104.712891 Iteration 12Q: 3 clusters Score -644711 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -644738.000000 Penalty: 4104.712891 Iteration 13Q: 3 clusters Score -644738 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -644754.562500 Penalty: 4104.712891 Iteration 14Q: 3 clusters Score -644754.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -644765.937500 Penalty: 4104.712891 Iteration 15Q: 3 clusters Score -644765.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -644775.937500 Penalty: 4104.712891 Iteration 16Q: 3 clusters Score -644775.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -644785.375000 Penalty: 4104.712891 Iteration 17Q: 3 clusters Score -644785.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -644789.687500 Penalty: 4104.712891 Iteration 18Q: 3 clusters Score -644789.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -644793.687500 Penalty: 4104.712891 Iteration 19Q: 3 clusters Score -644793.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -644795.250000 Penalty: 4104.712891 Iteration 20F: 3 clusters Score -644795.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -644795.437500 Penalty: 4104.712891 Iteration 21Q: 3 clusters Score -644795.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -644799.812500 Penalty: 4104.712891 Iteration 22Q: 3 clusters Score -644799.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -644800.250000 Penalty: 4104.712891 Iteration 23Q: 3 clusters Score -644800.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -644801.937500 Penalty: 4104.712891 Iteration 24Q: 3 clusters Score -644801.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -644803.125000 Penalty: 4104.712891 Iteration 25Q: 3 clusters Score -644803.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -644807.375000 Penalty: 4104.712891 Iteration 26Q: 3 clusters Score -644807.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -644812.000000 Penalty: 4104.712891 Iteration 27Q: 3 clusters Score -644812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -644813.750000 Penalty: 4104.712891 Iteration 28Q: 3 clusters Score -644813.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -644816.937500 Penalty: 4104.712891 Iteration 29Q: 3 clusters Score -644816.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -644817.250000 Penalty: 4104.712891 Iteration 30Q: 3 clusters Score -644817.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -644818.000000 Penalty: 4104.712891 Iteration 31Q: 3 clusters Score -644818 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -644818.625000 Penalty: 4104.712891 Iteration 32Q: 3 clusters Score -644818.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -644819.562500 Penalty: 4104.712891 Iteration 33Q: 3 clusters Score -644819.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -644819.312500 Penalty: 4104.712891 Iteration 34Q: 3 clusters Score -644819.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -644820.375000 Penalty: 4104.712891 Iteration 35Q: 3 clusters Score -644820.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -644820.375000 Penalty: 4104.712891 Iteration 36F: 3 clusters Score -644820.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6071 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Entering Unmasked Estep Score: -956223.437500 Penalty: 2160.397217 Iteration 0F: 2 clusters Score -956223.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -951015.312500 Penalty: 4320.794434 Iteration 0F: 3 clusters Score -951015.3 nChanged 2372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -952437.437500 Penalty: 4320.794434 Iteration 1F: 3 clusters Score -952437.4 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -952794.812500 Penalty: 4320.794434 Iteration 2F: 3 clusters Score -952794.8 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -953183.375000 Penalty: 4320.794434 Iteration 3F: 3 clusters Score -953183.4 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -953572.625000 Penalty: 4320.794434 Iteration 4F: 3 clusters Score -953572.6 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -953952.562500 Penalty: 4320.794434 Iteration 5F: 3 clusters Score -953952.6 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -954356.500000 Penalty: 4320.794434 Iteration 6F: 3 clusters Score -954356.5 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -954783.750000 Penalty: 4320.794434 Iteration 7F: 3 clusters Score -954783.8 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -955072.937500 Penalty: 4320.794434 Iteration 8Q: 3 clusters Score -955072.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -955262.187500 Penalty: 4320.794434 Iteration 9Q: 3 clusters Score -955262.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -955375.062500 Penalty: 4320.794434 Iteration 10Q: 3 clusters Score -955375.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -955446.000000 Penalty: 4320.794434 Iteration 11Q: 3 clusters Score -955446 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -955477.937500 Penalty: 4320.794434 Iteration 12Q: 3 clusters Score -955477.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -955503.187500 Penalty: 4320.794434 Iteration 13Q: 3 clusters Score -955503.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -955517.812500 Penalty: 4320.794434 Iteration 14Q: 3 clusters Score -955517.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -955532.937500 Penalty: 4320.794434 Iteration 15Q: 3 clusters Score -955532.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -955541.375000 Penalty: 4320.794434 Iteration 16Q: 3 clusters Score -955541.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -955546.375000 Penalty: 4320.794434 Iteration 17Q: 3 clusters Score -955546.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -955548.000000 Penalty: 4320.794434 Iteration 18Q: 3 clusters Score -955548 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -955551.812500 Penalty: 4320.794434 Iteration 19Q: 3 clusters Score -955551.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -955553.750000 Penalty: 4320.794434 Iteration 20F: 3 clusters Score -955553.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -955556.312500 Penalty: 4320.794434 Iteration 21Q: 3 clusters Score -955556.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -955561.000000 Penalty: 4320.794434 Iteration 22Q: 3 clusters Score -955561 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -955561.187500 Penalty: 4320.794434 Iteration 23Q: 3 clusters Score -955561.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -955561.062500 Penalty: 4320.794434 Iteration 24Q: 3 clusters Score -955561.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -955560.750000 Penalty: 4320.794434 Iteration 25Q: 3 clusters Score -955560.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -955562.312500 Penalty: 4320.794434 Iteration 26Q: 3 clusters Score -955562.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -955563.750000 Penalty: 4320.794434 Iteration 27Q: 3 clusters Score -955563.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -955563.375000 Penalty: 4320.794434 Iteration 28Q: 3 clusters Score -955563.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -955565.375000 Penalty: 4320.794434 Iteration 29Q: 3 clusters Score -955565.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -955567.500000 Penalty: 4320.794434 Iteration 30Q: 3 clusters Score -955567.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -955567.375000 Penalty: 4320.794434 Iteration 31Q: 3 clusters Score -955567.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -955570.187500 Penalty: 4320.794434 Iteration 32Q: 3 clusters Score -955570.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -955568.750000 Penalty: 4320.794434 Iteration 33Q: 3 clusters Score -955568.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -955569.250000 Penalty: 4320.794434 Iteration 34Q: 3 clusters Score -955569.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -955569.125000 Penalty: 4320.794434 Iteration 35Q: 3 clusters Score -955569.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -955571.000000 Penalty: 4320.794434 Iteration 36Q: 3 clusters Score -955571 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -955572.625000 Penalty: 4320.794434 Iteration 37Q: 3 clusters Score -955572.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -955572.625000 Penalty: 4320.794434 Iteration 38F: 3 clusters Score -955572.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Entering Unmasked Estep Score: -653388.500000 Penalty: 2053.427979 Iteration 0F: 2 clusters Score -653388.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -649529.125000 Penalty: 4106.855957 Iteration 0F: 3 clusters Score -649529.1 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -650367.750000 Penalty: 4106.855957 Iteration 1F: 3 clusters Score -650367.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -650530.875000 Penalty: 4106.855957 Iteration 2F: 3 clusters Score -650530.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -650632.812500 Penalty: 4106.855957 Iteration 3Q: 3 clusters Score -650632.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -650702.250000 Penalty: 4106.855957 Iteration 4Q: 3 clusters Score -650702.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -650755.375000 Penalty: 4106.855957 Iteration 5Q: 3 clusters Score -650755.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -650792.187500 Penalty: 4106.855957 Iteration 6Q: 3 clusters Score -650792.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -650824.187500 Penalty: 4106.855957 Iteration 7Q: 3 clusters Score -650824.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -650846.250000 Penalty: 4106.855957 Iteration 8Q: 3 clusters Score -650846.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -650865.187500 Penalty: 4106.855957 Iteration 9Q: 3 clusters Score -650865.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -650874.375000 Penalty: 4106.855957 Iteration 10Q: 3 clusters Score -650874.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -650883.875000 Penalty: 4106.855957 Iteration 11Q: 3 clusters Score -650883.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -650889.625000 Penalty: 4106.855957 Iteration 12Q: 3 clusters Score -650889.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -650898.687500 Penalty: 4106.855957 Iteration 13Q: 3 clusters Score -650898.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -650902.000000 Penalty: 4106.855957 Iteration 14Q: 3 clusters Score -650902 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -650906.750000 Penalty: 4106.855957 Iteration 15Q: 3 clusters Score -650906.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -650913.062500 Penalty: 4106.855957 Iteration 16Q: 3 clusters Score -650913.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -650919.625000 Penalty: 4106.855957 Iteration 17Q: 3 clusters Score -650919.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -650926.750000 Penalty: 4106.855957 Iteration 18Q: 3 clusters Score -650926.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -650930.375000 Penalty: 4106.855957 Iteration 19Q: 3 clusters Score -650930.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -650935.687500 Penalty: 4106.855957 Iteration 20F: 3 clusters Score -650935.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -650940.250000 Penalty: 4106.855957 Iteration 21Q: 3 clusters Score -650940.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -650946.437500 Penalty: 4106.855957 Iteration 22Q: 3 clusters Score -650946.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -650952.250000 Penalty: 4106.855957 Iteration 23Q: 3 clusters Score -650952.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -650955.937500 Penalty: 4106.855957 Iteration 24Q: 3 clusters Score -650955.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -650959.125000 Penalty: 4106.855957 Iteration 25Q: 3 clusters Score -650959.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -650960.312500 Penalty: 4106.855957 Iteration 26Q: 3 clusters Score -650960.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -650961.750000 Penalty: 4106.855957 Iteration 27Q: 3 clusters Score -650961.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -650963.312500 Penalty: 4106.855957 Iteration 28Q: 3 clusters Score -650963.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -650964.687500 Penalty: 4106.855957 Iteration 29Q: 3 clusters Score -650964.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -650967.250000 Penalty: 4106.855957 Iteration 30Q: 3 clusters Score -650967.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -650970.875000 Penalty: 4106.855957 Iteration 31Q: 3 clusters Score -650970.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -650974.000000 Penalty: 4106.855957 Iteration 32Q: 3 clusters Score -650974 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -650980.875000 Penalty: 4106.855957 Iteration 33Q: 3 clusters Score -650980.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -650987.437500 Penalty: 4106.855957 Iteration 34Q: 3 clusters Score -650987.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -650996.312500 Penalty: 4106.855957 Iteration 35Q: 3 clusters Score -650996.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -651006.375000 Penalty: 4106.855957 Iteration 36Q: 3 clusters Score -651006.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -651020.000000 Penalty: 4106.855957 Iteration 37Q: 3 clusters Score -651020 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -651034.625000 Penalty: 4106.855957 Iteration 38Q: 3 clusters Score -651034.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -651050.875000 Penalty: 4106.855957 Iteration 39Q: 3 clusters Score -651050.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -651069.937500 Penalty: 4106.855957 Iteration 40F: 3 clusters Score -651069.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -651085.187500 Penalty: 4106.855957 Iteration 41Q: 3 clusters Score -651085.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -651101.687500 Penalty: 4106.855957 Iteration 42Q: 3 clusters Score -651101.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -651122.250000 Penalty: 4106.855957 Iteration 43Q: 3 clusters Score -651122.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -651151.437500 Penalty: 4106.855957 Iteration 44Q: 3 clusters Score -651151.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -651183.687500 Penalty: 4106.855957 Iteration 45Q: 3 clusters Score -651183.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -651208.500000 Penalty: 4106.855957 Iteration 46Q: 3 clusters Score -651208.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -651232.812500 Penalty: 4106.855957 Iteration 47Q: 3 clusters Score -651232.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -651256.312500 Penalty: 4106.855957 Iteration 48Q: 3 clusters Score -651256.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -651281.375000 Penalty: 4106.855957 Iteration 49Q: 3 clusters Score -651281.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -651303.125000 Penalty: 4106.855957 Iteration 50Q: 3 clusters Score -651303.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -651334.875000 Penalty: 4106.855957 Iteration 51Q: 3 clusters Score -651334.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -651366.437500 Penalty: 4106.855957 Iteration 52Q: 3 clusters Score -651366.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -651407.187500 Penalty: 4106.855957 Iteration 53Q: 3 clusters Score -651407.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -651455.937500 Penalty: 4106.855957 Iteration 54Q: 3 clusters Score -651455.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -651494.250000 Penalty: 4106.855957 Iteration 55Q: 3 clusters Score -651494.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -651539.750000 Penalty: 4106.855957 Iteration 56Q: 3 clusters Score -651539.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -651581.062500 Penalty: 4106.855957 Iteration 57Q: 3 clusters Score -651581.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -651613.187500 Penalty: 4106.855957 Iteration 58Q: 3 clusters Score -651613.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -651639.875000 Penalty: 4106.855957 Iteration 59Q: 3 clusters Score -651639.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -651653.937500 Penalty: 4106.855957 Iteration 60F: 3 clusters Score -651653.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -651666.937500 Penalty: 4106.855957 Iteration 61Q: 3 clusters Score -651666.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -651682.687500 Penalty: 4106.855957 Iteration 62Q: 3 clusters Score -651682.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -651693.750000 Penalty: 4106.855957 Iteration 63Q: 3 clusters Score -651693.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -651705.375000 Penalty: 4106.855957 Iteration 64Q: 3 clusters Score -651705.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -651713.250000 Penalty: 4106.855957 Iteration 65Q: 3 clusters Score -651713.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -651721.937500 Penalty: 4106.855957 Iteration 66Q: 3 clusters Score -651721.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -651731.187500 Penalty: 4106.855957 Iteration 67Q: 3 clusters Score -651731.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -651741.625000 Penalty: 4106.855957 Iteration 68Q: 3 clusters Score -651741.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -651745.687500 Penalty: 4106.855957 Iteration 69Q: 3 clusters Score -651745.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -651746.687500 Penalty: 4106.855957 Iteration 70Q: 3 clusters Score -651746.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -651747.562500 Penalty: 4106.855957 Iteration 71Q: 3 clusters Score -651747.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -651749.062500 Penalty: 4106.855957 Iteration 72Q: 3 clusters Score -651749.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -651753.000000 Penalty: 4106.855957 Iteration 73Q: 3 clusters Score -651753 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -651754.375000 Penalty: 4106.855957 Iteration 74Q: 3 clusters Score -651754.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -651755.375000 Penalty: 4106.855957 Iteration 75Q: 3 clusters Score -651755.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -651756.250000 Penalty: 4106.855957 Iteration 76Q: 3 clusters Score -651756.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -651755.562500 Penalty: 4106.855957 Iteration 77Q: 3 clusters Score -651755.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -651755.625000 Penalty: 4106.855957 Iteration 78Q: 3 clusters Score -651755.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -651755.625000 Penalty: 4106.855957 Iteration 79F: 3 clusters Score -651755.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -49271.558594 Penalty: 1470.538086 Iteration 0F: 2 clusters Score -49271.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -47995.492188 Penalty: 2941.076172 Iteration 0F: 3 clusters Score -47995.49 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -48337.171875 Penalty: 2941.076172 Iteration 1F: 3 clusters Score -48337.17 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -48578.425781 Penalty: 2941.076172 Iteration 2F: 3 clusters Score -48578.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -48653.996094 Penalty: 2941.076172 Iteration 3Q: 3 clusters Score -48654 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -48699.304688 Penalty: 2941.076172 Iteration 4Q: 3 clusters Score -48699.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -48723.347656 Penalty: 2941.076172 Iteration 5Q: 3 clusters Score -48723.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -48761.910156 Penalty: 2941.076172 Iteration 6Q: 3 clusters Score -48761.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -48817.355469 Penalty: 2941.076172 Iteration 7Q: 3 clusters Score -48817.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -48860.226562 Penalty: 2941.076172 Iteration 8Q: 3 clusters Score -48860.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -48902.035156 Penalty: 2941.076172 Iteration 9Q: 3 clusters Score -48902.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -48917.015625 Penalty: 2941.076172 Iteration 10Q: 3 clusters Score -48917.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -48927.019531 Penalty: 2941.076172 Iteration 11Q: 3 clusters Score -48927.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -48929.699219 Penalty: 2941.076172 Iteration 12Q: 3 clusters Score -48929.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -48935.929688 Penalty: 2941.076172 Iteration 13Q: 3 clusters Score -48935.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -48940.179688 Penalty: 2941.076172 Iteration 14Q: 3 clusters Score -48940.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -48944.539062 Penalty: 2941.076172 Iteration 15Q: 3 clusters Score -48944.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -48952.285156 Penalty: 2941.076172 Iteration 16Q: 3 clusters Score -48952.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -48952.285156 Penalty: 2941.076172 Iteration 17F: 3 clusters Score -48952.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (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: -36654.519531 Penalty: 1414.538086 Iteration 0F: 2 clusters Score -36654.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -35421.218750 Penalty: 2829.076172 Iteration 0F: 3 clusters Score -35421.22 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -35580.703125 Penalty: 2829.076172 Iteration 1F: 3 clusters Score -35580.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -35644.160156 Penalty: 2829.076172 Iteration 2Q: 3 clusters Score -35644.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -35658.628906 Penalty: 2829.076172 Iteration 3Q: 3 clusters Score -35658.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -35673.523438 Penalty: 2829.076172 Iteration 4Q: 3 clusters Score -35673.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -35710.996094 Penalty: 2829.076172 Iteration 5Q: 3 clusters Score -35711 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -35742.527344 Penalty: 2829.076172 Iteration 6Q: 3 clusters Score -35742.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -35758.398438 Penalty: 2829.076172 Iteration 7Q: 3 clusters Score -35758.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -35762.269531 Penalty: 2829.076172 Iteration 8Q: 3 clusters Score -35762.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -35762.269531 Penalty: 2829.076172 Iteration 9F: 3 clusters Score -35762.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (39868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39868 members Entering Unmasked Estep Score: -6659303.000000 Penalty: 2627.145752 Iteration 0F: 2 clusters Score -6659303 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19893 members Mstep: Class 2 contains 19975 members Entering Unmasked Estep Score: -6634898.500000 Penalty: 5254.291504 Iteration 0F: 3 clusters Score -6634898 nChanged 18108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19305 members Mstep: Class 2 contains 20563 members Entering Unmasked Estep Score: -6644871.500000 Penalty: 5254.291504 Iteration 1F: 3 clusters Score -6644872 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18963 members Mstep: Class 2 contains 20905 members Entering Unmasked Estep Score: -6645468.000000 Penalty: 5254.291504 Iteration 2Q: 3 clusters Score -6645468 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18526 members Mstep: Class 2 contains 21342 members Entering Unmasked Estep Score: -6645962.000000 Penalty: 5254.291504 Iteration 3Q: 3 clusters Score -6645962 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17945 members Mstep: Class 2 contains 21923 members Entering Unmasked Estep Score: -6646519.000000 Penalty: 5254.291504 Iteration 4Q: 3 clusters Score -6646519 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17103 members Mstep: Class 2 contains 22765 members Entering Unmasked Estep Score: -6647220.500000 Penalty: 5254.291504 Iteration 5Q: 3 clusters Score -6647220 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15952 members Mstep: Class 2 contains 23916 members Entering Unmasked Estep Score: -6648103.500000 Penalty: 5254.291504 Iteration 6Q: 3 clusters Score -6648104 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14564 members Mstep: Class 2 contains 25304 members Entering Unmasked Estep Score: -6649095.500000 Penalty: 5254.291504 Iteration 7F: 3 clusters Score -6649096 nChanged 2092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12916 members Mstep: Class 2 contains 26952 members Entering Unmasked Estep Score: -6650223.000000 Penalty: 5254.291504 Iteration 8F: 3 clusters Score -6650223 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11159 members Mstep: Class 2 contains 28709 members Entering Unmasked Estep Score: -6651487.000000 Penalty: 5254.291504 Iteration 9F: 3 clusters Score -6651487 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9459 members Mstep: Class 2 contains 30409 members Entering Unmasked Estep Score: -6652774.500000 Penalty: 5254.291504 Iteration 10F: 3 clusters Score -6652774 nChanged 1818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8087 members Mstep: Class 2 contains 31781 members Entering Unmasked Estep Score: -6653895.500000 Penalty: 5254.291504 Iteration 11Q: 3 clusters Score -6653896 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 32698 members Entering Unmasked Estep Score: -6654740.500000 Penalty: 5254.291504 Iteration 12Q: 3 clusters Score -6654740 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 33315 members Entering Unmasked Estep Score: -6655186.000000 Penalty: 5254.291504 Iteration 13Q: 3 clusters Score -6655186 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 33777 members Entering Unmasked Estep Score: -6655477.500000 Penalty: 5254.291504 Iteration 14Q: 3 clusters Score -6655478 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 34148 members Entering Unmasked Estep Score: -6655639.000000 Penalty: 5254.291504 Iteration 15Q: 3 clusters Score -6655639 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 34462 members Entering Unmasked Estep Score: -6655753.500000 Penalty: 5254.291504 Iteration 16Q: 3 clusters Score -6655754 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 34754 members Entering Unmasked Estep Score: -6655838.500000 Penalty: 5254.291504 Iteration 17Q: 3 clusters Score -6655838 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 34989 members Entering Unmasked Estep Score: -6655864.500000 Penalty: 5254.291504 Iteration 18Q: 3 clusters Score -6655864 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 35178 members Entering Unmasked Estep Score: -6655918.000000 Penalty: 5254.291504 Iteration 19Q: 3 clusters Score -6655918 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 35338 members Entering Unmasked Estep Score: -6655938.500000 Penalty: 5254.291504 Iteration 20F: 3 clusters Score -6655938 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 35464 members Entering Unmasked Estep Score: -6655940.500000 Penalty: 5254.291504 Iteration 21Q: 3 clusters Score -6655940 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 35591 members Entering Unmasked Estep Score: -6655971.000000 Penalty: 5254.291504 Iteration 22Q: 3 clusters Score -6655971 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 35713 members Entering Unmasked Estep Score: -6655983.500000 Penalty: 5254.291504 Iteration 23Q: 3 clusters Score -6655984 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 35803 members Entering Unmasked Estep Score: -6656006.500000 Penalty: 5254.291504 Iteration 24Q: 3 clusters Score -6656006 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 35879 members Entering Unmasked Estep Score: -6656027.500000 Penalty: 5254.291504 Iteration 25Q: 3 clusters Score -6656028 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 35941 members Entering Unmasked Estep Score: -6656026.000000 Penalty: 5254.291504 Iteration 26Q: 3 clusters Score -6656026 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 36002 members Entering Unmasked Estep Score: -6656035.000000 Penalty: 5254.291504 Iteration 27Q: 3 clusters Score -6656035 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 36059 members Entering Unmasked Estep Score: -6656049.500000 Penalty: 5254.291504 Iteration 28Q: 3 clusters Score -6656050 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 36117 members Entering Unmasked Estep Score: -6656046.500000 Penalty: 5254.291504 Iteration 29Q: 3 clusters Score -6656046 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 36173 members Entering Unmasked Estep Score: -6656053.000000 Penalty: 5254.291504 Iteration 30Q: 3 clusters Score -6656053 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 36240 members Entering Unmasked Estep Score: -6656076.500000 Penalty: 5254.291504 Iteration 31Q: 3 clusters Score -6656076 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 36305 members Entering Unmasked Estep Score: -6656090.500000 Penalty: 5254.291504 Iteration 32Q: 3 clusters Score -6656090 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 36376 members Entering Unmasked Estep Score: -6656121.000000 Penalty: 5254.291504 Iteration 33Q: 3 clusters Score -6656121 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 36441 members Entering Unmasked Estep Score: -6656128.000000 Penalty: 5254.291504 Iteration 34Q: 3 clusters Score -6656128 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 36505 members Entering Unmasked Estep Score: -6656152.000000 Penalty: 5254.291504 Iteration 35Q: 3 clusters Score -6656152 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 36584 members Entering Unmasked Estep Score: -6656189.500000 Penalty: 5254.291504 Iteration 36Q: 3 clusters Score -6656190 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 36659 members Entering Unmasked Estep Score: -6656219.000000 Penalty: 5254.291504 Iteration 37Q: 3 clusters Score -6656219 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 36730 members Entering Unmasked Estep Score: -6656216.500000 Penalty: 5254.291504 Iteration 38Q: 3 clusters Score -6656216 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 36785 members Entering Unmasked Estep Score: -6656230.500000 Penalty: 5254.291504 Iteration 39Q: 3 clusters Score -6656230 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 36850 members Entering Unmasked Estep Score: -6656253.500000 Penalty: 5254.291504 Iteration 40F: 3 clusters Score -6656254 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 36908 members Entering Unmasked Estep Score: -6656270.500000 Penalty: 5254.291504 Iteration 41Q: 3 clusters Score -6656270 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 36949 members Entering Unmasked Estep Score: -6656282.500000 Penalty: 5254.291504 Iteration 42Q: 3 clusters Score -6656282 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 36997 members Entering Unmasked Estep Score: -6656303.500000 Penalty: 5254.291504 Iteration 43Q: 3 clusters Score -6656304 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 37029 members Entering Unmasked Estep Score: -6656313.000000 Penalty: 5254.291504 Iteration 44Q: 3 clusters Score -6656313 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 37063 members Entering Unmasked Estep Score: -6656314.500000 Penalty: 5254.291504 Iteration 45Q: 3 clusters Score -6656314 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 37095 members Entering Unmasked Estep Score: -6656316.000000 Penalty: 5254.291504 Iteration 46Q: 3 clusters Score -6656316 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 37131 members Entering Unmasked Estep Score: -6656328.000000 Penalty: 5254.291504 Iteration 47Q: 3 clusters Score -6656328 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 37169 members Entering Unmasked Estep Score: -6656361.000000 Penalty: 5254.291504 Iteration 48Q: 3 clusters Score -6656361 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 37197 members Entering Unmasked Estep Score: -6656375.500000 Penalty: 5254.291504 Iteration 49Q: 3 clusters Score -6656376 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 37231 members Entering Unmasked Estep Score: -6656383.500000 Penalty: 5254.291504 Iteration 50Q: 3 clusters Score -6656384 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 37264 members Entering Unmasked Estep Score: -6656388.000000 Penalty: 5254.291504 Iteration 51Q: 3 clusters Score -6656388 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 37286 members Entering Unmasked Estep Score: -6656399.000000 Penalty: 5254.291504 Iteration 52Q: 3 clusters Score -6656399 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 37308 members Entering Unmasked Estep Score: -6656397.000000 Penalty: 5254.291504 Iteration 53Q: 3 clusters Score -6656397 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 37332 members Entering Unmasked Estep Score: -6656415.000000 Penalty: 5254.291504 Iteration 54Q: 3 clusters Score -6656415 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 37366 members Entering Unmasked Estep Score: -6656422.000000 Penalty: 5254.291504 Iteration 55Q: 3 clusters Score -6656422 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 37411 members Entering Unmasked Estep Score: -6656429.000000 Penalty: 5254.291504 Iteration 56Q: 3 clusters Score -6656429 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 37454 members Entering Unmasked Estep Score: -6656452.500000 Penalty: 5254.291504 Iteration 57Q: 3 clusters Score -6656452 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 37491 members Entering Unmasked Estep Score: -6656458.500000 Penalty: 5254.291504 Iteration 58Q: 3 clusters Score -6656458 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 37522 members Entering Unmasked Estep Score: -6656464.000000 Penalty: 5254.291504 Iteration 59Q: 3 clusters Score -6656464 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 37549 members Entering Unmasked Estep Score: -6656460.500000 Penalty: 5254.291504 Iteration 60F: 3 clusters Score -6656460 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 37570 members Entering Unmasked Estep Score: -6656467.500000 Penalty: 5254.291504 Iteration 61Q: 3 clusters Score -6656468 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 37592 members Entering Unmasked Estep Score: -6656471.500000 Penalty: 5254.291504 Iteration 62Q: 3 clusters Score -6656472 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 37615 members Entering Unmasked Estep Score: -6656466.500000 Penalty: 5254.291504 Iteration 63Q: 3 clusters Score -6656466 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 37645 members Entering Unmasked Estep Score: -6656472.500000 Penalty: 5254.291504 Iteration 64Q: 3 clusters Score -6656472 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 37671 members Entering Unmasked Estep Score: -6656478.500000 Penalty: 5254.291504 Iteration 65Q: 3 clusters Score -6656478 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 37694 members Entering Unmasked Estep Score: -6656478.000000 Penalty: 5254.291504 Iteration 66Q: 3 clusters Score -6656478 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 37721 members Entering Unmasked Estep Score: -6656490.500000 Penalty: 5254.291504 Iteration 67Q: 3 clusters Score -6656490 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 37751 members Entering Unmasked Estep Score: -6656493.500000 Penalty: 5254.291504 Iteration 68Q: 3 clusters Score -6656494 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 37773 members Entering Unmasked Estep Score: -6656492.500000 Penalty: 5254.291504 Iteration 69Q: 3 clusters Score -6656492 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 37796 members Entering Unmasked Estep Score: -6656507.500000 Penalty: 5254.291504 Iteration 70Q: 3 clusters Score -6656508 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 37813 members Entering Unmasked Estep Score: -6656508.500000 Penalty: 5254.291504 Iteration 71Q: 3 clusters Score -6656508 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 37829 members Entering Unmasked Estep Score: -6656516.000000 Penalty: 5254.291504 Iteration 72Q: 3 clusters Score -6656516 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 37845 members Entering Unmasked Estep Score: -6656510.000000 Penalty: 5254.291504 Iteration 73Q: 3 clusters Score -6656510 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 37860 members Entering Unmasked Estep Score: -6656526.000000 Penalty: 5254.291504 Iteration 74Q: 3 clusters Score -6656526 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 37879 members Entering Unmasked Estep Score: -6656537.500000 Penalty: 5254.291504 Iteration 75Q: 3 clusters Score -6656538 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 37894 members Entering Unmasked Estep Score: -6656540.500000 Penalty: 5254.291504 Iteration 76Q: 3 clusters Score -6656540 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 37915 members Entering Unmasked Estep Score: -6656527.500000 Penalty: 5254.291504 Iteration 77Q: 3 clusters Score -6656528 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 37942 members Entering Unmasked Estep Score: -6656539.000000 Penalty: 5254.291504 Iteration 78Q: 3 clusters Score -6656539 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 37966 members Entering Unmasked Estep Score: -6656562.000000 Penalty: 5254.291504 Iteration 79Q: 3 clusters Score -6656562 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 37990 members Entering Unmasked Estep Score: -6656576.500000 Penalty: 5254.291504 Iteration 80F: 3 clusters Score -6656576 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 38008 members Entering Unmasked Estep Score: -6656590.500000 Penalty: 5254.291504 Iteration 81Q: 3 clusters Score -6656590 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 38020 members Entering Unmasked Estep Score: -6656582.500000 Penalty: 5254.291504 Iteration 82Q: 3 clusters Score -6656582 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 38034 members Entering Unmasked Estep Score: -6656577.500000 Penalty: 5254.291504 Iteration 83Q: 3 clusters Score -6656578 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 38047 members Entering Unmasked Estep Score: -6656580.500000 Penalty: 5254.291504 Iteration 84Q: 3 clusters Score -6656580 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 38055 members Entering Unmasked Estep Score: -6656582.000000 Penalty: 5254.291504 Iteration 85Q: 3 clusters Score -6656582 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 38066 members Entering Unmasked Estep Score: -6656592.000000 Penalty: 5254.291504 Iteration 86Q: 3 clusters Score -6656592 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 38079 members Entering Unmasked Estep Score: -6656594.000000 Penalty: 5254.291504 Iteration 87Q: 3 clusters Score -6656594 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 38092 members Entering Unmasked Estep Score: -6656601.000000 Penalty: 5254.291504 Iteration 88Q: 3 clusters Score -6656601 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 38103 members Entering Unmasked Estep Score: -6656594.500000 Penalty: 5254.291504 Iteration 89Q: 3 clusters Score -6656594 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 38115 members Entering Unmasked Estep Score: -6656597.000000 Penalty: 5254.291504 Iteration 90Q: 3 clusters Score -6656597 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 38122 members Entering Unmasked Estep Score: -6656606.000000 Penalty: 5254.291504 Iteration 91Q: 3 clusters Score -6656606 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 38128 members Entering Unmasked Estep Score: -6656610.500000 Penalty: 5254.291504 Iteration 92Q: 3 clusters Score -6656610 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 38133 members Entering Unmasked Estep Score: -6656604.500000 Penalty: 5254.291504 Iteration 93Q: 3 clusters Score -6656604 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 38137 members Entering Unmasked Estep Score: -6656595.500000 Penalty: 5254.291504 Iteration 94Q: 3 clusters Score -6656596 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 38140 members Entering Unmasked Estep Score: -6656593.500000 Penalty: 5254.291504 Iteration 95Q: 3 clusters Score -6656594 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 38142 members Entering Unmasked Estep Score: -6656598.000000 Penalty: 5254.291504 Iteration 96Q: 3 clusters Score -6656598 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 38144 members Entering Unmasked Estep Score: -6656604.500000 Penalty: 5254.291504 Iteration 97Q: 3 clusters Score -6656604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 38147 members Entering Unmasked Estep Score: -6656607.500000 Penalty: 5254.291504 Iteration 98Q: 3 clusters Score -6656608 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 38150 members Entering Unmasked Estep Score: -6656611.000000 Penalty: 5254.291504 Iteration 99Q: 3 clusters Score -6656611 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 38151 members Entering Unmasked Estep Score: -6656606.500000 Penalty: 5254.291504 Iteration 100F: 3 clusters Score -6656606 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -25007.843750 Penalty: 1331.918213 Iteration 0F: 2 clusters Score -25007.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -24062.597656 Penalty: 2663.836426 Iteration 0F: 3 clusters Score -24062.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -24203.996094 Penalty: 2663.836426 Iteration 1F: 3 clusters Score -24204 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -24262.412109 Penalty: 2663.836426 Iteration 2Q: 3 clusters Score -24262.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -24339.419922 Penalty: 2663.836426 Iteration 3Q: 3 clusters Score -24339.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -24388.810547 Penalty: 2663.836426 Iteration 4Q: 3 clusters Score -24388.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -24409.078125 Penalty: 2663.836426 Iteration 5Q: 3 clusters Score -24409.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -24409.078125 Penalty: 2663.836426 Iteration 6F: 3 clusters Score -24409.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Entering Unmasked Estep Score: -301472.125000 Penalty: 1884.029785 Iteration 0F: 2 clusters Score -301472.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -298860.156250 Penalty: 3768.059570 Iteration 0F: 3 clusters Score -298860.2 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -299355.625000 Penalty: 3768.059570 Iteration 1F: 3 clusters Score -299355.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -299490.312500 Penalty: 3768.059570 Iteration 2F: 3 clusters Score -299490.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -299584.937500 Penalty: 3768.059570 Iteration 3Q: 3 clusters Score -299584.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -299657.843750 Penalty: 3768.059570 Iteration 4Q: 3 clusters Score -299657.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -299723.812500 Penalty: 3768.059570 Iteration 5Q: 3 clusters Score -299723.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -299790.281250 Penalty: 3768.059570 Iteration 6Q: 3 clusters Score -299790.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -299876.468750 Penalty: 3768.059570 Iteration 7Q: 3 clusters Score -299876.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -299964.062500 Penalty: 3768.059570 Iteration 8Q: 3 clusters Score -299964.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -300071.562500 Penalty: 3768.059570 Iteration 9Q: 3 clusters Score -300071.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -300194.093750 Penalty: 3768.059570 Iteration 10Q: 3 clusters Score -300194.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -300292.156250 Penalty: 3768.059570 Iteration 11Q: 3 clusters Score -300292.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -300406.406250 Penalty: 3768.059570 Iteration 12Q: 3 clusters Score -300406.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -300505.687500 Penalty: 3768.059570 Iteration 13Q: 3 clusters Score -300505.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -300567.968750 Penalty: 3768.059570 Iteration 14Q: 3 clusters Score -300568 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -300626.000000 Penalty: 3768.059570 Iteration 15Q: 3 clusters Score -300626 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -300675.906250 Penalty: 3768.059570 Iteration 16Q: 3 clusters Score -300675.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -300701.468750 Penalty: 3768.059570 Iteration 17Q: 3 clusters Score -300701.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -300729.062500 Penalty: 3768.059570 Iteration 18Q: 3 clusters Score -300729.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -300753.687500 Penalty: 3768.059570 Iteration 19Q: 3 clusters Score -300753.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -300777.187500 Penalty: 3768.059570 Iteration 20F: 3 clusters Score -300777.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -300806.593750 Penalty: 3768.059570 Iteration 21Q: 3 clusters Score -300806.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -300842.968750 Penalty: 3768.059570 Iteration 22Q: 3 clusters Score -300843 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -300898.875000 Penalty: 3768.059570 Iteration 23Q: 3 clusters Score -300898.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -300953.375000 Penalty: 3768.059570 Iteration 24Q: 3 clusters Score -300953.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -300989.187500 Penalty: 3768.059570 Iteration 25Q: 3 clusters Score -300989.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -301011.500000 Penalty: 3768.059570 Iteration 26Q: 3 clusters Score -301011.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -301032.656250 Penalty: 3768.059570 Iteration 27Q: 3 clusters Score -301032.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -301042.156250 Penalty: 3768.059570 Iteration 28Q: 3 clusters Score -301042.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -301048.718750 Penalty: 3768.059570 Iteration 29Q: 3 clusters Score -301048.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -301055.531250 Penalty: 3768.059570 Iteration 30Q: 3 clusters Score -301055.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -301059.750000 Penalty: 3768.059570 Iteration 31Q: 3 clusters Score -301059.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -301062.187500 Penalty: 3768.059570 Iteration 32Q: 3 clusters Score -301062.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -301062.656250 Penalty: 3768.059570 Iteration 33Q: 3 clusters Score -301062.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -301062.656250 Penalty: 3768.059570 Iteration 34F: 3 clusters Score -301062.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29441 members Mstep: Class 4 contains 49409 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31509 members Mstep: Class 10 contains 11098 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 42021 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3927 members Mstep: Class 18 contains 6071 members Mstep: Class 19 contains 3944 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39868 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37739844.000000 Penalty: 73631.453125 Iteration 119Q: 25 clusters Score -3.773984e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 29440 members Mstep: Class 4 contains 49377 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31501 members Mstep: Class 10 contains 11095 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 42055 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3927 members Mstep: Class 18 contains 6071 members Mstep: Class 19 contains 3942 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39874 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740012.000000 Penalty: 73631.453125 Iteration 120F: 25 clusters Score -3.774001e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 194 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 275 members Mstep: Class 3 contains 29439 members Mstep: Class 4 contains 49358 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31494 members Mstep: Class 10 contains 11089 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 42086 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3927 members Mstep: Class 18 contains 6071 members Mstep: Class 19 contains 3939 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39875 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740164.000000 Penalty: 73631.453125 Iteration 121Q: 25 clusters Score -3.774016e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 277 members Mstep: Class 3 contains 29433 members Mstep: Class 4 contains 49349 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31487 members Mstep: Class 10 contains 11080 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 42105 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3927 members Mstep: Class 18 contains 6070 members Mstep: Class 19 contains 3938 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 39886 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740288.000000 Penalty: 73631.453125 Iteration 122Q: 25 clusters Score -3.774029e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 276 members Mstep: Class 3 contains 29428 members Mstep: Class 4 contains 49338 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31484 members Mstep: Class 10 contains 11076 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 42134 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3928 members Mstep: Class 18 contains 6070 members Mstep: Class 19 contains 3935 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 301 members Mstep: Class 22 contains 39882 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740320.000000 Penalty: 73631.453125 Iteration 123Q: 25 clusters Score -3.774032e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 29427 members Mstep: Class 4 contains 49316 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31479 members Mstep: Class 10 contains 11070 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 42170 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6070 members Mstep: Class 19 contains 3933 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 303 members Mstep: Class 22 contains 39878 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740384.000000 Penalty: 73631.453125 Iteration 124Q: 25 clusters Score -3.774038e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29428 members Mstep: Class 4 contains 49294 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31472 members Mstep: Class 10 contains 11073 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 42188 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6070 members Mstep: Class 19 contains 3930 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39880 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740380.000000 Penalty: 73631.453125 Iteration 125Q: 25 clusters Score -3.774038e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29426 members Mstep: Class 4 contains 49277 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31461 members Mstep: Class 10 contains 11075 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 42227 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6070 members Mstep: Class 19 contains 3929 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39862 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740404.000000 Penalty: 73631.453125 Iteration 126Q: 25 clusters Score -3.77404e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29422 members Mstep: Class 4 contains 49246 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31456 members Mstep: Class 10 contains 11077 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 42283 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6070 members Mstep: Class 19 contains 3926 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39836 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740384.000000 Penalty: 73631.453125 Iteration 127Q: 25 clusters Score -3.774038e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29415 members Mstep: Class 4 contains 49229 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31452 members Mstep: Class 10 contains 11074 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4386 members Mstep: Class 15 contains 42341 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6070 members Mstep: Class 19 contains 3926 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39804 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740376.000000 Penalty: 73631.453125 Iteration 128Q: 25 clusters Score -3.774038e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29413 members Mstep: Class 4 contains 49200 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31446 members Mstep: Class 10 contains 11074 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4386 members Mstep: Class 15 contains 42401 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6070 members Mstep: Class 19 contains 3924 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39777 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740444.000000 Penalty: 73631.453125 Iteration 129Q: 25 clusters Score -3.774044e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29410 members Mstep: Class 4 contains 49185 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31438 members Mstep: Class 10 contains 11068 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4385 members Mstep: Class 15 contains 42472 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3929 members Mstep: Class 18 contains 6069 members Mstep: Class 19 contains 3924 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39736 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740500.000000 Penalty: 73631.453125 Iteration 130Q: 25 clusters Score -3.77405e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29411 members Mstep: Class 4 contains 49158 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31428 members Mstep: Class 10 contains 11063 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 42552 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3928 members Mstep: Class 18 contains 6068 members Mstep: Class 19 contains 3924 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39696 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740556.000000 Penalty: 73631.453125 Iteration 131Q: 25 clusters Score -3.774056e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29412 members Mstep: Class 4 contains 49134 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31410 members Mstep: Class 10 contains 11063 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 42625 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3928 members Mstep: Class 18 contains 6067 members Mstep: Class 19 contains 3925 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39661 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740536.000000 Penalty: 73631.453125 Iteration 132Q: 25 clusters Score -3.774054e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29410 members Mstep: Class 4 contains 49111 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31398 members Mstep: Class 10 contains 11063 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 42700 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3927 members Mstep: Class 18 contains 6067 members Mstep: Class 19 contains 3923 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39625 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740556.000000 Penalty: 73631.453125 Iteration 133Q: 25 clusters Score -3.774056e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29407 members Mstep: Class 4 contains 49080 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31390 members Mstep: Class 10 contains 11066 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 42770 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3927 members Mstep: Class 18 contains 6066 members Mstep: Class 19 contains 3923 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39593 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740524.000000 Penalty: 73631.453125 Iteration 134Q: 25 clusters Score -3.774052e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29401 members Mstep: Class 4 contains 49052 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31383 members Mstep: Class 10 contains 11062 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 42868 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3927 members Mstep: Class 18 contains 6066 members Mstep: Class 19 contains 3921 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39536 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740544.000000 Penalty: 73631.453125 Iteration 135Q: 25 clusters Score -3.774054e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29398 members Mstep: Class 4 contains 49019 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31373 members Mstep: Class 10 contains 11054 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 42975 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3926 members Mstep: Class 18 contains 6067 members Mstep: Class 19 contains 3921 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39481 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740488.000000 Penalty: 73631.453125 Iteration 136Q: 25 clusters Score -3.774049e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29395 members Mstep: Class 4 contains 48972 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31369 members Mstep: Class 10 contains 11046 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 43086 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3926 members Mstep: Class 18 contains 6067 members Mstep: Class 19 contains 3921 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39427 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740580.000000 Penalty: 73631.453125 Iteration 137Q: 25 clusters Score -3.774058e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29394 members Mstep: Class 4 contains 48937 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31362 members Mstep: Class 10 contains 11038 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 43190 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3926 members Mstep: Class 18 contains 6067 members Mstep: Class 19 contains 3923 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39369 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740640.000000 Penalty: 73631.453125 Iteration 138Q: 25 clusters Score -3.774064e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29391 members Mstep: Class 4 contains 48879 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31357 members Mstep: Class 10 contains 11044 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 43300 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3926 members Mstep: Class 18 contains 6067 members Mstep: Class 19 contains 3923 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39316 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740644.000000 Penalty: 73631.453125 Iteration 139Q: 25 clusters Score -3.774064e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29386 members Mstep: Class 4 contains 48833 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 31348 members Mstep: Class 10 contains 11041 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 43407 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3926 members Mstep: Class 18 contains 6067 members Mstep: Class 19 contains 3926 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 39264 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740668.000000 Penalty: 73631.453125 Iteration 140F: 25 clusters Score -3.774067e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 183 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 279 members Mstep: Class 3 contains 29379 members Mstep: Class 4 contains 48788 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 31340 members Mstep: Class 10 contains 11038 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 43525 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3926 members Mstep: Class 18 contains 6067 members Mstep: Class 19 contains 3927 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 39204 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37740964.000000 Penalty: 73631.453125 Iteration 141Q: 25 clusters Score -3.774096e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 29374 members Mstep: Class 4 contains 48746 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31328 members Mstep: Class 10 contains 11029 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 759 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 43631 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3926 members Mstep: Class 18 contains 6067 members Mstep: Class 19 contains 3927 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 39158 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1993 members Entering Unmasked Estep ConsiderDeletion Score: -37741108.000000 Penalty: 73631.453125 Iteration 142Q: 25 clusters Score -3.774111e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 29368 members Mstep: Class 4 contains 48699 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31319 members Mstep: Class 10 contains 11021 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 760 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 43731 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3926 members Mstep: Class 18 contains 6067 members Mstep: Class 19 contains 3928 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 39119 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1995 members Entering Unmasked Estep ConsiderDeletion Score: -37741080.000000 Penalty: 73631.453125 Iteration 143Q: 25 clusters Score -3.774108e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 273 members Mstep: Class 3 contains 29366 members Mstep: Class 4 contains 48657 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31309 members Mstep: Class 10 contains 11008 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 760 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 43832 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3925 members Mstep: Class 18 contains 6067 members Mstep: Class 19 contains 3929 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 39084 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741064.000000 Penalty: 73631.453125 Iteration 144Q: 25 clusters Score -3.774106e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 273 members Mstep: Class 3 contains 29362 members Mstep: Class 4 contains 48600 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31305 members Mstep: Class 10 contains 10997 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 760 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 43962 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3925 members Mstep: Class 18 contains 6067 members Mstep: Class 19 contains 3930 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 39025 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741072.000000 Penalty: 73631.453125 Iteration 145Q: 25 clusters Score -3.774107e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 273 members Mstep: Class 3 contains 29361 members Mstep: Class 4 contains 48564 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31299 members Mstep: Class 10 contains 10990 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 760 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 44063 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3924 members Mstep: Class 18 contains 6066 members Mstep: Class 19 contains 3930 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 38972 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741100.000000 Penalty: 73631.453125 Iteration 146Q: 25 clusters Score -3.77411e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 273 members Mstep: Class 3 contains 29358 members Mstep: Class 4 contains 48530 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31291 members Mstep: Class 10 contains 10980 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 761 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 44173 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3924 members Mstep: Class 18 contains 6066 members Mstep: Class 19 contains 3929 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38915 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741016.000000 Penalty: 73631.453125 Iteration 147Q: 25 clusters Score -3.774102e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 273 members Mstep: Class 3 contains 29362 members Mstep: Class 4 contains 48498 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31275 members Mstep: Class 10 contains 10971 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 44274 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3924 members Mstep: Class 18 contains 6065 members Mstep: Class 19 contains 3930 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38864 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741000.000000 Penalty: 73631.453125 Iteration 148Q: 25 clusters Score -3.7741e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29362 members Mstep: Class 4 contains 48464 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31265 members Mstep: Class 10 contains 10957 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 44372 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3924 members Mstep: Class 18 contains 6063 members Mstep: Class 19 contains 3927 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38821 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741056.000000 Penalty: 73631.453125 Iteration 149Q: 25 clusters Score -3.774106e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29359 members Mstep: Class 4 contains 48420 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31256 members Mstep: Class 10 contains 10953 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 44454 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3925 members Mstep: Class 18 contains 6063 members Mstep: Class 19 contains 3924 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38789 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741024.000000 Penalty: 73631.453125 Iteration 150Q: 25 clusters Score -3.774102e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29357 members Mstep: Class 4 contains 48380 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31246 members Mstep: Class 10 contains 10946 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4382 members Mstep: Class 15 contains 44540 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3925 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3925 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38754 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741072.000000 Penalty: 73631.453125 Iteration 151Q: 25 clusters Score -3.774107e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29357 members Mstep: Class 4 contains 48337 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31234 members Mstep: Class 10 contains 10934 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4382 members Mstep: Class 15 contains 44608 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3924 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3927 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38743 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741100.000000 Penalty: 73631.453125 Iteration 152Q: 25 clusters Score -3.77411e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29354 members Mstep: Class 4 contains 48300 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31224 members Mstep: Class 10 contains 10928 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4382 members Mstep: Class 15 contains 44685 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3924 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3926 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38717 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741108.000000 Penalty: 73631.453125 Iteration 153Q: 25 clusters Score -3.774111e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29348 members Mstep: Class 4 contains 48264 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31212 members Mstep: Class 10 contains 10919 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4382 members Mstep: Class 15 contains 44756 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3924 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3925 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38698 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741104.000000 Penalty: 73631.453125 Iteration 154Q: 25 clusters Score -3.77411e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29352 members Mstep: Class 4 contains 48208 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31191 members Mstep: Class 10 contains 10907 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4382 members Mstep: Class 15 contains 44831 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3925 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3926 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38698 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741100.000000 Penalty: 73631.453125 Iteration 155Q: 25 clusters Score -3.77411e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29350 members Mstep: Class 4 contains 48151 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31179 members Mstep: Class 10 contains 10894 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4382 members Mstep: Class 15 contains 44910 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3925 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3926 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38694 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741108.000000 Penalty: 73631.453125 Iteration 156Q: 25 clusters Score -3.774111e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29349 members Mstep: Class 4 contains 48094 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31176 members Mstep: Class 10 contains 10881 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 44995 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3925 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3925 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38677 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741220.000000 Penalty: 73631.453125 Iteration 157Q: 25 clusters Score -3.774122e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29348 members Mstep: Class 4 contains 48044 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31167 members Mstep: Class 10 contains 10861 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45082 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3925 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3922 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38663 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741152.000000 Penalty: 73631.453125 Iteration 158Q: 25 clusters Score -3.774115e+07 nChanged 201 Entering ConstructFrom: Score: -37741152.000000 Penalty: 73631.453125 Entering ConstructFrom: Trying to split cluster 1 (5885 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Entering Unmasked Estep Score: -987466.812500 Penalty: 2152.680176 Iteration 0F: 2 clusters Score -987466.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -982384.125000 Penalty: 4305.360352 Iteration 0F: 3 clusters Score -982384.1 nChanged 2270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -983605.125000 Penalty: 4305.360352 Iteration 1F: 3 clusters Score -983605.1 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -983870.562500 Penalty: 4305.360352 Iteration 2F: 3 clusters Score -983870.6 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -984023.125000 Penalty: 4305.360352 Iteration 3F: 3 clusters Score -984023.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -984129.875000 Penalty: 4305.360352 Iteration 4Q: 3 clusters Score -984129.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -984199.937500 Penalty: 4305.360352 Iteration 5Q: 3 clusters Score -984199.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -984250.875000 Penalty: 4305.360352 Iteration 6Q: 3 clusters Score -984250.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -984294.562500 Penalty: 4305.360352 Iteration 7Q: 3 clusters Score -984294.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -984319.125000 Penalty: 4305.360352 Iteration 8Q: 3 clusters Score -984319.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -984345.062500 Penalty: 4305.360352 Iteration 9Q: 3 clusters Score -984345.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -984374.062500 Penalty: 4305.360352 Iteration 10Q: 3 clusters Score -984374.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -984410.312500 Penalty: 4305.360352 Iteration 11Q: 3 clusters Score -984410.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -984448.812500 Penalty: 4305.360352 Iteration 12Q: 3 clusters Score -984448.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -984498.500000 Penalty: 4305.360352 Iteration 13Q: 3 clusters Score -984498.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -984527.875000 Penalty: 4305.360352 Iteration 14Q: 3 clusters Score -984527.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -984560.437500 Penalty: 4305.360352 Iteration 15Q: 3 clusters Score -984560.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -984593.812500 Penalty: 4305.360352 Iteration 16Q: 3 clusters Score -984593.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -984636.437500 Penalty: 4305.360352 Iteration 17Q: 3 clusters Score -984636.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -984692.875000 Penalty: 4305.360352 Iteration 18Q: 3 clusters Score -984692.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -984765.312500 Penalty: 4305.360352 Iteration 19Q: 3 clusters Score -984765.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -984846.437500 Penalty: 4305.360352 Iteration 20F: 3 clusters Score -984846.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -984931.437500 Penalty: 4305.360352 Iteration 21Q: 3 clusters Score -984931.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -985033.250000 Penalty: 4305.360352 Iteration 22Q: 3 clusters Score -985033.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -985140.187500 Penalty: 4305.360352 Iteration 23Q: 3 clusters Score -985140.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -985292.062500 Penalty: 4305.360352 Iteration 24Q: 3 clusters Score -985292.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -985433.625000 Penalty: 4305.360352 Iteration 25Q: 3 clusters Score -985433.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -985575.812500 Penalty: 4305.360352 Iteration 26Q: 3 clusters Score -985575.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -985728.750000 Penalty: 4305.360352 Iteration 27Q: 3 clusters Score -985728.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -985847.812500 Penalty: 4305.360352 Iteration 28Q: 3 clusters Score -985847.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -985947.750000 Penalty: 4305.360352 Iteration 29Q: 3 clusters Score -985947.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -986029.750000 Penalty: 4305.360352 Iteration 30Q: 3 clusters Score -986029.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -986080.812500 Penalty: 4305.360352 Iteration 31Q: 3 clusters Score -986080.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -986128.500000 Penalty: 4305.360352 Iteration 32Q: 3 clusters Score -986128.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -986155.750000 Penalty: 4305.360352 Iteration 33Q: 3 clusters Score -986155.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -986180.812500 Penalty: 4305.360352 Iteration 34Q: 3 clusters Score -986180.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -986212.437500 Penalty: 4305.360352 Iteration 35Q: 3 clusters Score -986212.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -986236.187500 Penalty: 4305.360352 Iteration 36Q: 3 clusters Score -986236.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -986248.812500 Penalty: 4305.360352 Iteration 37Q: 3 clusters Score -986248.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -986257.937500 Penalty: 4305.360352 Iteration 38Q: 3 clusters Score -986257.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -986268.250000 Penalty: 4305.360352 Iteration 39Q: 3 clusters Score -986268.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -986272.625000 Penalty: 4305.360352 Iteration 40F: 3 clusters Score -986272.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -986274.000000 Penalty: 4305.360352 Iteration 41Q: 3 clusters Score -986274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -986279.187500 Penalty: 4305.360352 Iteration 42Q: 3 clusters Score -986279.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -986281.000000 Penalty: 4305.360352 Iteration 43Q: 3 clusters Score -986281 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -986285.250000 Penalty: 4305.360352 Iteration 44Q: 3 clusters Score -986285.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -986291.312500 Penalty: 4305.360352 Iteration 45Q: 3 clusters Score -986291.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -986294.187500 Penalty: 4305.360352 Iteration 46Q: 3 clusters Score -986294.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -986297.062500 Penalty: 4305.360352 Iteration 47Q: 3 clusters Score -986297.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -986297.062500 Penalty: 4305.360352 Iteration 48F: 3 clusters Score -986297.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Entering Unmasked Estep Score: -23986.857422 Penalty: 1390.238892 Iteration 0F: 2 clusters Score -23986.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -23146.712891 Penalty: 2780.477783 Iteration 0F: 3 clusters Score -23146.71 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -23707.812500 Penalty: 2780.477783 Iteration 1F: 3 clusters Score -23707.81 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -24009.031250 Penalty: 2780.477783 Iteration 2F: 3 clusters Score -24009.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -24124.021484 Penalty: 2780.477783 Iteration 3Q: 3 clusters Score -24124.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -24253.259766 Penalty: 2780.477783 Iteration 4Q: 3 clusters Score -24253.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -24277.611328 Penalty: 2780.477783 Iteration 5Q: 3 clusters Score -24277.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -24317.880859 Penalty: 2780.477783 Iteration 6Q: 3 clusters Score -24317.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -24335.847656 Penalty: 2780.477783 Iteration 7Q: 3 clusters Score -24335.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -24355.742188 Penalty: 2780.477783 Iteration 8Q: 3 clusters Score -24355.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -24414.205078 Penalty: 2780.477783 Iteration 9Q: 3 clusters Score -24414.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -24432.423828 Penalty: 2780.477783 Iteration 10Q: 3 clusters Score -24432.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -24433.240234 Penalty: 2780.477783 Iteration 11F: 3 clusters Score -24433.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -24445.892578 Penalty: 2780.477783 Iteration 12Q: 3 clusters Score -24445.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -24469.746094 Penalty: 2780.477783 Iteration 13Q: 3 clusters Score -24469.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -24469.746094 Penalty: 2780.477783 Iteration 14F: 3 clusters Score -24469.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 192 members Mstep: Class 3 contains 29349 members Mstep: Class 4 contains 47993 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31154 members Mstep: Class 10 contains 10842 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45160 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3923 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3920 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38659 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 80 members Entering Unmasked Estep Score: -37739992.000000 Penalty: 76699.429688 Splitting cluster 2 changes total score from -37741152.000000 to -37739992.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (29349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29349 members Entering Unmasked Estep Score: -4712885.500000 Penalty: 2551.179443 Iteration 0F: 2 clusters Score -4712886 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14701 members Mstep: Class 2 contains 14648 members Entering Unmasked Estep Score: -4692795.000000 Penalty: 5102.358887 Iteration 0F: 3 clusters Score -4692795 nChanged 13220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14631 members Mstep: Class 2 contains 14718 members Entering Unmasked Estep Score: -4700022.500000 Penalty: 5102.358887 Iteration 1F: 3 clusters Score -4700022 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14578 members Mstep: Class 2 contains 14771 members Entering Unmasked Estep Score: -4700565.500000 Penalty: 5102.358887 Iteration 2F: 3 clusters Score -4700566 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14464 members Mstep: Class 2 contains 14885 members Entering Unmasked Estep Score: -4701022.500000 Penalty: 5102.358887 Iteration 3Q: 3 clusters Score -4701022 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14308 members Mstep: Class 2 contains 15041 members Entering Unmasked Estep Score: -4701501.500000 Penalty: 5102.358887 Iteration 4Q: 3 clusters Score -4701502 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14174 members Mstep: Class 2 contains 15175 members Entering Unmasked Estep Score: -4701911.500000 Penalty: 5102.358887 Iteration 5Q: 3 clusters Score -4701912 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13987 members Mstep: Class 2 contains 15362 members Entering Unmasked Estep Score: -4702374.000000 Penalty: 5102.358887 Iteration 6Q: 3 clusters Score -4702374 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13749 members Mstep: Class 2 contains 15600 members Entering Unmasked Estep Score: -4702783.000000 Penalty: 5102.358887 Iteration 7Q: 3 clusters Score -4702783 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13451 members Mstep: Class 2 contains 15898 members Entering Unmasked Estep Score: -4703213.000000 Penalty: 5102.358887 Iteration 8Q: 3 clusters Score -4703213 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13159 members Mstep: Class 2 contains 16190 members Entering Unmasked Estep Score: -4703670.000000 Penalty: 5102.358887 Iteration 9Q: 3 clusters Score -4703670 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12871 members Mstep: Class 2 contains 16478 members Entering Unmasked Estep Score: -4704152.000000 Penalty: 5102.358887 Iteration 10Q: 3 clusters Score -4704152 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12575 members Mstep: Class 2 contains 16774 members Entering Unmasked Estep Score: -4704615.500000 Penalty: 5102.358887 Iteration 11Q: 3 clusters Score -4704616 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12249 members Mstep: Class 2 contains 17100 members Entering Unmasked Estep Score: -4705121.000000 Penalty: 5102.358887 Iteration 12Q: 3 clusters Score -4705121 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11899 members Mstep: Class 2 contains 17450 members Entering Unmasked Estep Score: -4705639.000000 Penalty: 5102.358887 Iteration 13Q: 3 clusters Score -4705639 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11465 members Mstep: Class 2 contains 17884 members Entering Unmasked Estep Score: -4706092.000000 Penalty: 5102.358887 Iteration 14Q: 3 clusters Score -4706092 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11035 members Mstep: Class 2 contains 18314 members Entering Unmasked Estep Score: -4706465.500000 Penalty: 5102.358887 Iteration 15Q: 3 clusters Score -4706466 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10583 members Mstep: Class 2 contains 18766 members Entering Unmasked Estep Score: -4706820.000000 Penalty: 5102.358887 Iteration 16Q: 3 clusters Score -4706820 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10136 members Mstep: Class 2 contains 19213 members Entering Unmasked Estep Score: -4707127.000000 Penalty: 5102.358887 Iteration 17Q: 3 clusters Score -4707127 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9713 members Mstep: Class 2 contains 19636 members Entering Unmasked Estep Score: -4707342.500000 Penalty: 5102.358887 Iteration 18Q: 3 clusters Score -4707342 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9280 members Mstep: Class 2 contains 20069 members Entering Unmasked Estep Score: -4707520.000000 Penalty: 5102.358887 Iteration 19Q: 3 clusters Score -4707520 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8859 members Mstep: Class 2 contains 20490 members Entering Unmasked Estep Score: -4707674.500000 Penalty: 5102.358887 Iteration 20F: 3 clusters Score -4707674 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Mstep: Class 2 contains 20912 members Entering Unmasked Estep Score: -4707814.500000 Penalty: 5102.358887 Iteration 21Q: 3 clusters Score -4707814 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 21325 members Entering Unmasked Estep Score: -4707950.000000 Penalty: 5102.358887 Iteration 22Q: 3 clusters Score -4707950 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 21762 members Entering Unmasked Estep Score: -4708093.000000 Penalty: 5102.358887 Iteration 23Q: 3 clusters Score -4708093 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 22195 members Entering Unmasked Estep Score: -4708242.500000 Penalty: 5102.358887 Iteration 24Q: 3 clusters Score -4708242 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 22642 members Entering Unmasked Estep Score: -4708413.500000 Penalty: 5102.358887 Iteration 25Q: 3 clusters Score -4708414 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 23106 members Entering Unmasked Estep Score: -4708588.500000 Penalty: 5102.358887 Iteration 26Q: 3 clusters Score -4708588 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 23537 members Entering Unmasked Estep Score: -4708766.000000 Penalty: 5102.358887 Iteration 27Q: 3 clusters Score -4708766 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 23953 members Entering Unmasked Estep Score: -4708919.000000 Penalty: 5102.358887 Iteration 28Q: 3 clusters Score -4708919 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 24391 members Entering Unmasked Estep Score: -4709121.000000 Penalty: 5102.358887 Iteration 29Q: 3 clusters Score -4709121 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 24794 members Entering Unmasked Estep Score: -4709287.000000 Penalty: 5102.358887 Iteration 30Q: 3 clusters Score -4709287 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 25202 members Entering Unmasked Estep Score: -4709462.000000 Penalty: 5102.358887 Iteration 31Q: 3 clusters Score -4709462 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 25565 members Entering Unmasked Estep Score: -4709630.500000 Penalty: 5102.358887 Iteration 32Q: 3 clusters Score -4709630 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 25881 members Entering Unmasked Estep Score: -4709810.000000 Penalty: 5102.358887 Iteration 33Q: 3 clusters Score -4709810 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 26153 members Entering Unmasked Estep Score: -4709922.500000 Penalty: 5102.358887 Iteration 34Q: 3 clusters Score -4709922 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 26401 members Entering Unmasked Estep Score: -4710024.500000 Penalty: 5102.358887 Iteration 35Q: 3 clusters Score -4710024 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 26633 members Entering Unmasked Estep Score: -4710138.500000 Penalty: 5102.358887 Iteration 36Q: 3 clusters Score -4710138 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 26822 members Entering Unmasked Estep Score: -4710207.000000 Penalty: 5102.358887 Iteration 37Q: 3 clusters Score -4710207 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 26975 members Entering Unmasked Estep Score: -4710271.500000 Penalty: 5102.358887 Iteration 38Q: 3 clusters Score -4710272 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 27117 members Entering Unmasked Estep Score: -4710315.000000 Penalty: 5102.358887 Iteration 39Q: 3 clusters Score -4710315 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 27235 members Entering Unmasked Estep Score: -4710346.500000 Penalty: 5102.358887 Iteration 40F: 3 clusters Score -4710346 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 27337 members Entering Unmasked Estep Score: -4710382.500000 Penalty: 5102.358887 Iteration 41Q: 3 clusters Score -4710382 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 27426 members Entering Unmasked Estep Score: -4710408.000000 Penalty: 5102.358887 Iteration 42Q: 3 clusters Score -4710408 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 27512 members Entering Unmasked Estep Score: -4710443.500000 Penalty: 5102.358887 Iteration 43Q: 3 clusters Score -4710444 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 27601 members Entering Unmasked Estep Score: -4710472.500000 Penalty: 5102.358887 Iteration 44Q: 3 clusters Score -4710472 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 27687 members Entering Unmasked Estep Score: -4710500.500000 Penalty: 5102.358887 Iteration 45Q: 3 clusters Score -4710500 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 27762 members Entering Unmasked Estep Score: -4710542.500000 Penalty: 5102.358887 Iteration 46Q: 3 clusters Score -4710542 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 27832 members Entering Unmasked Estep Score: -4710555.500000 Penalty: 5102.358887 Iteration 47Q: 3 clusters Score -4710556 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 27889 members Entering Unmasked Estep Score: -4710583.000000 Penalty: 5102.358887 Iteration 48Q: 3 clusters Score -4710583 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 27928 members Entering Unmasked Estep Score: -4710592.000000 Penalty: 5102.358887 Iteration 49Q: 3 clusters Score -4710592 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 27961 members Entering Unmasked Estep Score: -4710603.000000 Penalty: 5102.358887 Iteration 50Q: 3 clusters Score -4710603 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 27991 members Entering Unmasked Estep Score: -4710612.500000 Penalty: 5102.358887 Iteration 51Q: 3 clusters Score -4710612 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 28027 members Entering Unmasked Estep Score: -4710638.000000 Penalty: 5102.358887 Iteration 52Q: 3 clusters Score -4710638 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 28052 members Entering Unmasked Estep Score: -4710642.000000 Penalty: 5102.358887 Iteration 53Q: 3 clusters Score -4710642 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 28069 members Entering Unmasked Estep Score: -4710653.500000 Penalty: 5102.358887 Iteration 54Q: 3 clusters Score -4710654 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 28094 members Entering Unmasked Estep Score: -4710657.000000 Penalty: 5102.358887 Iteration 55Q: 3 clusters Score -4710657 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 28112 members Entering Unmasked Estep Score: -4710660.000000 Penalty: 5102.358887 Iteration 56Q: 3 clusters Score -4710660 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 28125 members Entering Unmasked Estep Score: -4710667.500000 Penalty: 5102.358887 Iteration 57Q: 3 clusters Score -4710668 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 28143 members Entering Unmasked Estep Score: -4710670.000000 Penalty: 5102.358887 Iteration 58Q: 3 clusters Score -4710670 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 28160 members Entering Unmasked Estep Score: -4710671.500000 Penalty: 5102.358887 Iteration 59Q: 3 clusters Score -4710672 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 28176 members Entering Unmasked Estep Score: -4710684.500000 Penalty: 5102.358887 Iteration 60F: 3 clusters Score -4710684 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 28192 members Entering Unmasked Estep Score: -4710691.500000 Penalty: 5102.358887 Iteration 61Q: 3 clusters Score -4710692 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 28211 members Entering Unmasked Estep Score: -4710709.000000 Penalty: 5102.358887 Iteration 62Q: 3 clusters Score -4710709 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 28225 members Entering Unmasked Estep Score: -4710707.500000 Penalty: 5102.358887 Iteration 63Q: 3 clusters Score -4710708 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 28226 members Entering Unmasked Estep Score: -4710710.000000 Penalty: 5102.358887 Iteration 64Q: 3 clusters Score -4710710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 28228 members Entering Unmasked Estep Score: -4710715.000000 Penalty: 5102.358887 Iteration 65Q: 3 clusters Score -4710715 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 28232 members Entering Unmasked Estep Score: -4710710.000000 Penalty: 5102.358887 Iteration 66Q: 3 clusters Score -4710710 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 28234 members Entering Unmasked Estep Score: -4710710.000000 Penalty: 5102.358887 Iteration 67Q: 3 clusters Score -4710710 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 28237 members Entering Unmasked Estep Score: -4710710.000000 Penalty: 5102.358887 Iteration 68Q: 3 clusters Score -4710710 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 28242 members Entering Unmasked Estep Score: -4710716.500000 Penalty: 5102.358887 Iteration 69Q: 3 clusters Score -4710716 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 28246 members Entering Unmasked Estep Score: -4710715.500000 Penalty: 5102.358887 Iteration 70Q: 3 clusters Score -4710716 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 28250 members Entering Unmasked Estep Score: -4710717.500000 Penalty: 5102.358887 Iteration 71Q: 3 clusters Score -4710718 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 28261 members Entering Unmasked Estep Score: -4710717.500000 Penalty: 5102.358887 Iteration 72Q: 3 clusters Score -4710718 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 28268 members Entering Unmasked Estep Score: -4710717.000000 Penalty: 5102.358887 Iteration 73Q: 3 clusters Score -4710717 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 28274 members Entering Unmasked Estep Score: -4710719.500000 Penalty: 5102.358887 Iteration 74Q: 3 clusters Score -4710720 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 28279 members Entering Unmasked Estep Score: -4710721.500000 Penalty: 5102.358887 Iteration 75Q: 3 clusters Score -4710722 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 28285 members Entering Unmasked Estep Score: -4710729.000000 Penalty: 5102.358887 Iteration 76Q: 3 clusters Score -4710729 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 28289 members Entering Unmasked Estep Score: -4710733.000000 Penalty: 5102.358887 Iteration 77Q: 3 clusters Score -4710733 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 28293 members Entering Unmasked Estep Score: -4710731.000000 Penalty: 5102.358887 Iteration 78Q: 3 clusters Score -4710731 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 28297 members Entering Unmasked Estep Score: -4710738.500000 Penalty: 5102.358887 Iteration 79Q: 3 clusters Score -4710738 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 28304 members Entering Unmasked Estep Score: -4710742.500000 Penalty: 5102.358887 Iteration 80F: 3 clusters Score -4710742 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 28309 members Entering Unmasked Estep Score: -4710740.500000 Penalty: 5102.358887 Iteration 81Q: 3 clusters Score -4710740 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 28315 members Entering Unmasked Estep Score: -4710746.000000 Penalty: 5102.358887 Iteration 82Q: 3 clusters Score -4710746 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 28319 members Entering Unmasked Estep Score: -4710749.500000 Penalty: 5102.358887 Iteration 83Q: 3 clusters Score -4710750 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 28327 members Entering Unmasked Estep Score: -4710749.500000 Penalty: 5102.358887 Iteration 84Q: 3 clusters Score -4710750 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 28330 members Entering Unmasked Estep Score: -4710756.500000 Penalty: 5102.358887 Iteration 85Q: 3 clusters Score -4710756 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 28335 members Entering Unmasked Estep Score: -4710759.000000 Penalty: 5102.358887 Iteration 86Q: 3 clusters Score -4710759 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 28346 members Entering Unmasked Estep Score: -4710761.000000 Penalty: 5102.358887 Iteration 87Q: 3 clusters Score -4710761 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 28352 members Entering Unmasked Estep Score: -4710768.000000 Penalty: 5102.358887 Iteration 88Q: 3 clusters Score -4710768 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 28356 members Entering Unmasked Estep Score: -4710770.500000 Penalty: 5102.358887 Iteration 89Q: 3 clusters Score -4710770 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 28361 members Entering Unmasked Estep Score: -4710770.000000 Penalty: 5102.358887 Iteration 90Q: 3 clusters Score -4710770 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 28366 members Entering Unmasked Estep Score: -4710776.500000 Penalty: 5102.358887 Iteration 91Q: 3 clusters Score -4710776 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 28372 members Entering Unmasked Estep Score: -4710776.500000 Penalty: 5102.358887 Iteration 92Q: 3 clusters Score -4710776 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 28379 members Entering Unmasked Estep Score: -4710777.000000 Penalty: 5102.358887 Iteration 93Q: 3 clusters Score -4710777 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 28386 members Entering Unmasked Estep Score: -4710786.500000 Penalty: 5102.358887 Iteration 94Q: 3 clusters Score -4710786 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 28390 members Entering Unmasked Estep Score: -4710784.000000 Penalty: 5102.358887 Iteration 95Q: 3 clusters Score -4710784 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 28399 members Entering Unmasked Estep Score: -4710792.000000 Penalty: 5102.358887 Iteration 96Q: 3 clusters Score -4710792 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 28406 members Entering Unmasked Estep Score: -4710789.500000 Penalty: 5102.358887 Iteration 97Q: 3 clusters Score -4710790 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 28411 members Entering Unmasked Estep Score: -4710792.000000 Penalty: 5102.358887 Iteration 98Q: 3 clusters Score -4710792 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 28413 members Entering Unmasked Estep Score: -4710798.000000 Penalty: 5102.358887 Iteration 99Q: 3 clusters Score -4710798 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 28414 members Entering Unmasked Estep Score: -4710797.500000 Penalty: 5102.358887 Iteration 100F: 3 clusters Score -4710798 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (47993 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47993 members Entering Unmasked Estep Score: -7735326.500000 Penalty: 2673.145020 Iteration 0F: 2 clusters Score -7735326 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23950 members Mstep: Class 2 contains 24043 members Entering Unmasked Estep Score: -7703096.000000 Penalty: 5346.290039 Iteration 0F: 3 clusters Score -7703096 nChanged 22253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23031 members Mstep: Class 2 contains 24962 members Entering Unmasked Estep Score: -7716222.000000 Penalty: 5346.290039 Iteration 1F: 3 clusters Score -7716222 nChanged 2901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22062 members Mstep: Class 2 contains 25931 members Entering Unmasked Estep Score: -7718078.000000 Penalty: 5346.290039 Iteration 2F: 3 clusters Score -7718078 nChanged 3683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20407 members Mstep: Class 2 contains 27586 members Entering Unmasked Estep Score: -7720994.000000 Penalty: 5346.290039 Iteration 3F: 3 clusters Score -7720994 nChanged 4231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18376 members Mstep: Class 2 contains 29617 members Entering Unmasked Estep Score: -7724506.000000 Penalty: 5346.290039 Iteration 4F: 3 clusters Score -7724506 nChanged 4107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16237 members Mstep: Class 2 contains 31756 members Entering Unmasked Estep Score: -7727550.000000 Penalty: 5346.290039 Iteration 5F: 3 clusters Score -7727550 nChanged 3157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14418 members Mstep: Class 2 contains 33575 members Entering Unmasked Estep Score: -7729497.000000 Penalty: 5346.290039 Iteration 6F: 3 clusters Score -7729497 nChanged 2173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13029 members Mstep: Class 2 contains 34964 members Entering Unmasked Estep Score: -7730544.500000 Penalty: 5346.290039 Iteration 7Q: 3 clusters Score -7730544 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11901 members Mstep: Class 2 contains 36092 members Entering Unmasked Estep Score: -7731304.500000 Penalty: 5346.290039 Iteration 8Q: 3 clusters Score -7731304 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10952 members Mstep: Class 2 contains 37041 members Entering Unmasked Estep Score: -7731772.000000 Penalty: 5346.290039 Iteration 9Q: 3 clusters Score -7731772 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10164 members Mstep: Class 2 contains 37829 members Entering Unmasked Estep Score: -7732106.000000 Penalty: 5346.290039 Iteration 10Q: 3 clusters Score -7732106 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9490 members Mstep: Class 2 contains 38503 members Entering Unmasked Estep Score: -7732391.000000 Penalty: 5346.290039 Iteration 11Q: 3 clusters Score -7732391 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8927 members Mstep: Class 2 contains 39066 members Entering Unmasked Estep Score: -7732649.000000 Penalty: 5346.290039 Iteration 12Q: 3 clusters Score -7732649 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8453 members Mstep: Class 2 contains 39540 members Entering Unmasked Estep Score: -7732835.000000 Penalty: 5346.290039 Iteration 13Q: 3 clusters Score -7732835 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 39937 members Entering Unmasked Estep Score: -7732980.000000 Penalty: 5346.290039 Iteration 14Q: 3 clusters Score -7732980 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 40283 members Entering Unmasked Estep Score: -7733111.000000 Penalty: 5346.290039 Iteration 15Q: 3 clusters Score -7733111 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7397 members Mstep: Class 2 contains 40596 members Entering Unmasked Estep Score: -7733234.000000 Penalty: 5346.290039 Iteration 16Q: 3 clusters Score -7733234 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 40845 members Entering Unmasked Estep Score: -7733272.500000 Penalty: 5346.290039 Iteration 17Q: 3 clusters Score -7733272 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 41077 members Entering Unmasked Estep Score: -7733335.500000 Penalty: 5346.290039 Iteration 18Q: 3 clusters Score -7733336 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 41316 members Entering Unmasked Estep Score: -7733424.000000 Penalty: 5346.290039 Iteration 19Q: 3 clusters Score -7733424 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 41528 members Entering Unmasked Estep Score: -7733472.500000 Penalty: 5346.290039 Iteration 20F: 3 clusters Score -7733472 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 41715 members Entering Unmasked Estep Score: -7733535.000000 Penalty: 5346.290039 Iteration 21Q: 3 clusters Score -7733535 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 41881 members Entering Unmasked Estep Score: -7733576.500000 Penalty: 5346.290039 Iteration 22Q: 3 clusters Score -7733576 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 42061 members Entering Unmasked Estep Score: -7733672.000000 Penalty: 5346.290039 Iteration 23Q: 3 clusters Score -7733672 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 42220 members Entering Unmasked Estep Score: -7733753.500000 Penalty: 5346.290039 Iteration 24Q: 3 clusters Score -7733754 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 42347 members Entering Unmasked Estep Score: -7733785.500000 Penalty: 5346.290039 Iteration 25Q: 3 clusters Score -7733786 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 42456 members Entering Unmasked Estep Score: -7733807.500000 Penalty: 5346.290039 Iteration 26Q: 3 clusters Score -7733808 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 42541 members Entering Unmasked Estep Score: -7733827.000000 Penalty: 5346.290039 Iteration 27Q: 3 clusters Score -7733827 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 42613 members Entering Unmasked Estep Score: -7733850.000000 Penalty: 5346.290039 Iteration 28Q: 3 clusters Score -7733850 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 42681 members Entering Unmasked Estep Score: -7733872.500000 Penalty: 5346.290039 Iteration 29Q: 3 clusters Score -7733872 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 42730 members Entering Unmasked Estep Score: -7733900.000000 Penalty: 5346.290039 Iteration 30Q: 3 clusters Score -7733900 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 42767 members Entering Unmasked Estep Score: -7733895.000000 Penalty: 5346.290039 Iteration 31Q: 3 clusters Score -7733895 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 42796 members Entering Unmasked Estep Score: -7733889.000000 Penalty: 5346.290039 Iteration 32Q: 3 clusters Score -7733889 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 42825 members Entering Unmasked Estep Score: -7733898.000000 Penalty: 5346.290039 Iteration 33Q: 3 clusters Score -7733898 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 42849 members Entering Unmasked Estep Score: -7733899.000000 Penalty: 5346.290039 Iteration 34Q: 3 clusters Score -7733899 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 42872 members Entering Unmasked Estep Score: -7733900.500000 Penalty: 5346.290039 Iteration 35Q: 3 clusters Score -7733900 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5095 members Mstep: Class 2 contains 42898 members Entering Unmasked Estep Score: -7733885.000000 Penalty: 5346.290039 Iteration 36Q: 3 clusters Score -7733885 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 42930 members Entering Unmasked Estep Score: -7733872.000000 Penalty: 5346.290039 Iteration 37Q: 3 clusters Score -7733872 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 42954 members Entering Unmasked Estep Score: -7733878.500000 Penalty: 5346.290039 Iteration 38Q: 3 clusters Score -7733878 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 42970 members Entering Unmasked Estep Score: -7733888.000000 Penalty: 5346.290039 Iteration 39Q: 3 clusters Score -7733888 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 42988 members Entering Unmasked Estep Score: -7733875.500000 Penalty: 5346.290039 Iteration 40F: 3 clusters Score -7733876 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 43000 members Entering Unmasked Estep Score: -7733885.000000 Penalty: 5346.290039 Iteration 41Q: 3 clusters Score -7733885 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 43011 members Entering Unmasked Estep Score: -7733889.000000 Penalty: 5346.290039 Iteration 42Q: 3 clusters Score -7733889 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 43024 members Entering Unmasked Estep Score: -7733898.000000 Penalty: 5346.290039 Iteration 43Q: 3 clusters Score -7733898 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 43039 members Entering Unmasked Estep Score: -7733889.000000 Penalty: 5346.290039 Iteration 44Q: 3 clusters Score -7733889 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 43060 members Entering Unmasked Estep Score: -7733883.000000 Penalty: 5346.290039 Iteration 45Q: 3 clusters Score -7733883 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 43089 members Entering Unmasked Estep Score: -7733893.500000 Penalty: 5346.290039 Iteration 46Q: 3 clusters Score -7733894 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 43108 members Entering Unmasked Estep Score: -7733897.500000 Penalty: 5346.290039 Iteration 47Q: 3 clusters Score -7733898 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 43122 members Entering Unmasked Estep Score: -7733904.000000 Penalty: 5346.290039 Iteration 48Q: 3 clusters Score -7733904 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 43141 members Entering Unmasked Estep Score: -7733903.000000 Penalty: 5346.290039 Iteration 49Q: 3 clusters Score -7733903 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 43154 members Entering Unmasked Estep Score: -7733894.500000 Penalty: 5346.290039 Iteration 50Q: 3 clusters Score -7733894 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 43166 members Entering Unmasked Estep Score: -7733902.000000 Penalty: 5346.290039 Iteration 51Q: 3 clusters Score -7733902 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 43180 members Entering Unmasked Estep Score: -7733895.000000 Penalty: 5346.290039 Iteration 52Q: 3 clusters Score -7733895 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 43193 members Entering Unmasked Estep Score: -7733900.000000 Penalty: 5346.290039 Iteration 53Q: 3 clusters Score -7733900 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 43200 members Entering Unmasked Estep Score: -7733898.500000 Penalty: 5346.290039 Iteration 54Q: 3 clusters Score -7733898 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 43207 members Entering Unmasked Estep Score: -7733892.500000 Penalty: 5346.290039 Iteration 55Q: 3 clusters Score -7733892 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 43218 members Entering Unmasked Estep Score: -7733903.000000 Penalty: 5346.290039 Iteration 56Q: 3 clusters Score -7733903 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 43227 members Entering Unmasked Estep Score: -7733893.500000 Penalty: 5346.290039 Iteration 57Q: 3 clusters Score -7733894 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 43231 members Entering Unmasked Estep Score: -7733902.000000 Penalty: 5346.290039 Iteration 58Q: 3 clusters Score -7733902 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 43235 members Entering Unmasked Estep Score: -7733900.500000 Penalty: 5346.290039 Iteration 59Q: 3 clusters Score -7733900 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 43238 members Entering Unmasked Estep Score: -7733906.500000 Penalty: 5346.290039 Iteration 60F: 3 clusters Score -7733906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 43242 members Entering Unmasked Estep Score: -7733895.000000 Penalty: 5346.290039 Iteration 61Q: 3 clusters Score -7733895 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 43245 members Entering Unmasked Estep Score: -7733897.500000 Penalty: 5346.290039 Iteration 62Q: 3 clusters Score -7733898 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 43250 members Entering Unmasked Estep Score: -7733899.000000 Penalty: 5346.290039 Iteration 63Q: 3 clusters Score -7733899 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 43254 members Entering Unmasked Estep Score: -7733896.500000 Penalty: 5346.290039 Iteration 64Q: 3 clusters Score -7733896 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 43257 members Entering Unmasked Estep Score: -7733895.500000 Penalty: 5346.290039 Iteration 65Q: 3 clusters Score -7733896 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 43263 members Entering Unmasked Estep Score: -7733897.000000 Penalty: 5346.290039 Iteration 66Q: 3 clusters Score -7733897 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 43271 members Entering Unmasked Estep Score: -7733902.000000 Penalty: 5346.290039 Iteration 67Q: 3 clusters Score -7733902 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 43278 members Entering Unmasked Estep Score: -7733908.000000 Penalty: 5346.290039 Iteration 68Q: 3 clusters Score -7733908 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 43283 members Entering Unmasked Estep Score: -7733915.000000 Penalty: 5346.290039 Iteration 69Q: 3 clusters Score -7733915 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 43289 members Entering Unmasked Estep Score: -7733911.500000 Penalty: 5346.290039 Iteration 70Q: 3 clusters Score -7733912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 43292 members Entering Unmasked Estep Score: -7733906.000000 Penalty: 5346.290039 Iteration 71Q: 3 clusters Score -7733906 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 43294 members Entering Unmasked Estep Score: -7733905.500000 Penalty: 5346.290039 Iteration 72Q: 3 clusters Score -7733906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 43298 members Entering Unmasked Estep Score: -7733910.000000 Penalty: 5346.290039 Iteration 73Q: 3 clusters Score -7733910 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 43301 members Entering Unmasked Estep Score: -7733904.000000 Penalty: 5346.290039 Iteration 74Q: 3 clusters Score -7733904 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 43306 members Entering Unmasked Estep Score: -7733912.500000 Penalty: 5346.290039 Iteration 75Q: 3 clusters Score -7733912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 43311 members Entering Unmasked Estep Score: -7733911.000000 Penalty: 5346.290039 Iteration 76Q: 3 clusters Score -7733911 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 43314 members Entering Unmasked Estep Score: -7733903.000000 Penalty: 5346.290039 Iteration 77Q: 3 clusters Score -7733903 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 43321 members Entering Unmasked Estep Score: -7733899.500000 Penalty: 5346.290039 Iteration 78Q: 3 clusters Score -7733900 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 43328 members Entering Unmasked Estep Score: -7733902.500000 Penalty: 5346.290039 Iteration 79Q: 3 clusters Score -7733902 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 43334 members Entering Unmasked Estep Score: -7733908.000000 Penalty: 5346.290039 Iteration 80F: 3 clusters Score -7733908 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 43338 members Entering Unmasked Estep Score: -7733910.500000 Penalty: 5346.290039 Iteration 81Q: 3 clusters Score -7733910 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 43341 members Entering Unmasked Estep Score: -7733914.500000 Penalty: 5346.290039 Iteration 82Q: 3 clusters Score -7733914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 43342 members Entering Unmasked Estep Score: -7733913.500000 Penalty: 5346.290039 Iteration 83Q: 3 clusters Score -7733914 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 43344 members Entering Unmasked Estep Score: -7733916.000000 Penalty: 5346.290039 Iteration 84Q: 3 clusters Score -7733916 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 43347 members Entering Unmasked Estep Score: -7733912.500000 Penalty: 5346.290039 Iteration 85Q: 3 clusters Score -7733912 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 43351 members Entering Unmasked Estep Score: -7733927.500000 Penalty: 5346.290039 Iteration 86Q: 3 clusters Score -7733928 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 43359 members Entering Unmasked Estep Score: -7733928.500000 Penalty: 5346.290039 Iteration 87Q: 3 clusters Score -7733928 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 43370 members Entering Unmasked Estep Score: -7733934.500000 Penalty: 5346.290039 Iteration 88Q: 3 clusters Score -7733934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 43378 members Entering Unmasked Estep Score: -7733917.500000 Penalty: 5346.290039 Iteration 89Q: 3 clusters Score -7733918 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 43386 members Entering Unmasked Estep Score: -7733929.500000 Penalty: 5346.290039 Iteration 90Q: 3 clusters Score -7733930 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 43396 members Entering Unmasked Estep Score: -7733918.500000 Penalty: 5346.290039 Iteration 91Q: 3 clusters Score -7733918 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 43408 members Entering Unmasked Estep Score: -7733907.000000 Penalty: 5346.290039 Iteration 92Q: 3 clusters Score -7733907 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 43417 members Entering Unmasked Estep Score: -7733912.500000 Penalty: 5346.290039 Iteration 93Q: 3 clusters Score -7733912 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 43423 members Entering Unmasked Estep Score: -7733917.500000 Penalty: 5346.290039 Iteration 94Q: 3 clusters Score -7733918 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 43431 members Entering Unmasked Estep Score: -7733919.000000 Penalty: 5346.290039 Iteration 95Q: 3 clusters Score -7733919 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 43439 members Entering Unmasked Estep Score: -7733918.500000 Penalty: 5346.290039 Iteration 96Q: 3 clusters Score -7733918 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 43455 members Entering Unmasked Estep Score: -7733939.500000 Penalty: 5346.290039 Iteration 97Q: 3 clusters Score -7733940 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 43466 members Entering Unmasked Estep Score: -7733929.500000 Penalty: 5346.290039 Iteration 98Q: 3 clusters Score -7733930 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 43480 members Entering Unmasked Estep Score: -7733932.500000 Penalty: 5346.290039 Iteration 99Q: 3 clusters Score -7733932 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 43489 members Entering Unmasked Estep Score: -7733929.500000 Penalty: 5346.290039 Iteration 100F: 3 clusters Score -7733930 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 43499 members Entering Unmasked Estep Score: -7733926.500000 Penalty: 5346.290039 Iteration 101Q: 3 clusters Score -7733926 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 43515 members Entering Unmasked Estep Score: -7733921.500000 Penalty: 5346.290039 Iteration 102Q: 3 clusters Score -7733922 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 43523 members Entering Unmasked Estep Score: -7733926.500000 Penalty: 5346.290039 Iteration 103Q: 3 clusters Score -7733926 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 43529 members Entering Unmasked Estep Score: -7733915.000000 Penalty: 5346.290039 Iteration 104Q: 3 clusters Score -7733915 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 43535 members Entering Unmasked Estep Score: -7733917.500000 Penalty: 5346.290039 Iteration 105Q: 3 clusters Score -7733918 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 43540 members Entering Unmasked Estep Score: -7733921.500000 Penalty: 5346.290039 Iteration 106Q: 3 clusters Score -7733922 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 43546 members Entering Unmasked Estep Score: -7733916.000000 Penalty: 5346.290039 Iteration 107Q: 3 clusters Score -7733916 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 43557 members Entering Unmasked Estep Score: -7733928.000000 Penalty: 5346.290039 Iteration 108Q: 3 clusters Score -7733928 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 43568 members Entering Unmasked Estep Score: -7733918.000000 Penalty: 5346.290039 Iteration 109Q: 3 clusters Score -7733918 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 43575 members Entering Unmasked Estep Score: -7733920.500000 Penalty: 5346.290039 Iteration 110Q: 3 clusters Score -7733920 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 43584 members Entering Unmasked Estep Score: -7733919.000000 Penalty: 5346.290039 Iteration 111Q: 3 clusters Score -7733919 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 43594 members Entering Unmasked Estep Score: -7733919.500000 Penalty: 5346.290039 Iteration 112Q: 3 clusters Score -7733920 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 43603 members Entering Unmasked Estep Score: -7733926.500000 Penalty: 5346.290039 Iteration 113Q: 3 clusters Score -7733926 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 43610 members Entering Unmasked Estep Score: -7733929.500000 Penalty: 5346.290039 Iteration 114Q: 3 clusters Score -7733930 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 43620 members Entering Unmasked Estep Score: -7733928.500000 Penalty: 5346.290039 Iteration 115Q: 3 clusters Score -7733928 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 43636 members Entering Unmasked Estep Score: -7733935.500000 Penalty: 5346.290039 Iteration 116Q: 3 clusters Score -7733936 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 43645 members Entering Unmasked Estep Score: -7733942.000000 Penalty: 5346.290039 Iteration 117Q: 3 clusters Score -7733942 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 43654 members Entering Unmasked Estep Score: -7733947.500000 Penalty: 5346.290039 Iteration 118Q: 3 clusters Score -7733948 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 43662 members Entering Unmasked Estep Score: -7733940.500000 Penalty: 5346.290039 Iteration 119Q: 3 clusters Score -7733940 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 43674 members Entering Unmasked Estep Score: -7733948.000000 Penalty: 5346.290039 Iteration 120F: 3 clusters Score -7733948 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 43685 members Entering Unmasked Estep Score: -7733955.000000 Penalty: 5346.290039 Iteration 121Q: 3 clusters Score -7733955 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 43693 members Entering Unmasked Estep Score: -7733946.000000 Penalty: 5346.290039 Iteration 122Q: 3 clusters Score -7733946 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 43705 members Entering Unmasked Estep Score: -7733961.000000 Penalty: 5346.290039 Iteration 123Q: 3 clusters Score -7733961 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 43718 members Entering Unmasked Estep Score: -7733961.500000 Penalty: 5346.290039 Iteration 124Q: 3 clusters Score -7733962 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 43739 members Entering Unmasked Estep Score: -7733964.000000 Penalty: 5346.290039 Iteration 125Q: 3 clusters Score -7733964 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 43753 members Entering Unmasked Estep Score: -7733967.500000 Penalty: 5346.290039 Iteration 126Q: 3 clusters Score -7733968 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 43769 members Entering Unmasked Estep Score: -7733960.500000 Penalty: 5346.290039 Iteration 127Q: 3 clusters Score -7733960 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 43784 members Entering Unmasked Estep Score: -7733970.000000 Penalty: 5346.290039 Iteration 128Q: 3 clusters Score -7733970 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 43802 members Entering Unmasked Estep Score: -7733979.500000 Penalty: 5346.290039 Iteration 129Q: 3 clusters Score -7733980 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 43828 members Entering Unmasked Estep Score: -7733979.500000 Penalty: 5346.290039 Iteration 130Q: 3 clusters Score -7733980 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 43846 members Entering Unmasked Estep Score: -7733977.000000 Penalty: 5346.290039 Iteration 131Q: 3 clusters Score -7733977 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 43863 members Entering Unmasked Estep Score: -7733980.000000 Penalty: 5346.290039 Iteration 132Q: 3 clusters Score -7733980 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 43883 members Entering Unmasked Estep Score: -7733970.000000 Penalty: 5346.290039 Iteration 133Q: 3 clusters Score -7733970 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 43904 members Entering Unmasked Estep Score: -7733975.500000 Penalty: 5346.290039 Iteration 134Q: 3 clusters Score -7733976 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 43928 members Entering Unmasked Estep Score: -7733960.000000 Penalty: 5346.290039 Iteration 135Q: 3 clusters Score -7733960 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 43959 members Entering Unmasked Estep Score: -7733975.000000 Penalty: 5346.290039 Iteration 136Q: 3 clusters Score -7733975 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 43983 members Entering Unmasked Estep Score: -7733975.000000 Penalty: 5346.290039 Iteration 137Q: 3 clusters Score -7733975 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 44012 members Entering Unmasked Estep Score: -7733973.500000 Penalty: 5346.290039 Iteration 138Q: 3 clusters Score -7733974 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 44042 members Entering Unmasked Estep Score: -7733969.000000 Penalty: 5346.290039 Iteration 139Q: 3 clusters Score -7733969 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 44063 members Entering Unmasked Estep Score: -7733972.000000 Penalty: 5346.290039 Iteration 140F: 3 clusters Score -7733972 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 44088 members Entering Unmasked Estep Score: -7733972.500000 Penalty: 5346.290039 Iteration 141Q: 3 clusters Score -7733972 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 44114 members Entering Unmasked Estep Score: -7733998.000000 Penalty: 5346.290039 Iteration 142Q: 3 clusters Score -7733998 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 44134 members Entering Unmasked Estep Score: -7733993.500000 Penalty: 5346.290039 Iteration 143Q: 3 clusters Score -7733994 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 44154 members Entering Unmasked Estep Score: -7734007.000000 Penalty: 5346.290039 Iteration 144Q: 3 clusters Score -7734007 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 44175 members Entering Unmasked Estep Score: -7734016.000000 Penalty: 5346.290039 Iteration 145Q: 3 clusters Score -7734016 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 44185 members Entering Unmasked Estep Score: -7734025.500000 Penalty: 5346.290039 Iteration 146Q: 3 clusters Score -7734026 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 44195 members Entering Unmasked Estep Score: -7734029.000000 Penalty: 5346.290039 Iteration 147Q: 3 clusters Score -7734029 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 44208 members Entering Unmasked Estep Score: -7734022.000000 Penalty: 5346.290039 Iteration 148Q: 3 clusters Score -7734022 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 44232 members Entering Unmasked Estep Score: -7734025.000000 Penalty: 5346.290039 Iteration 149Q: 3 clusters Score -7734025 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 44255 members Entering Unmasked Estep Score: -7734025.000000 Penalty: 5346.290039 Iteration 150Q: 3 clusters Score -7734025 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 44279 members Entering Unmasked Estep Score: -7734015.000000 Penalty: 5346.290039 Iteration 151Q: 3 clusters Score -7734015 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 44305 members Entering Unmasked Estep Score: -7734034.500000 Penalty: 5346.290039 Iteration 152Q: 3 clusters Score -7734034 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 44332 members Entering Unmasked Estep Score: -7734021.000000 Penalty: 5346.290039 Iteration 153Q: 3 clusters Score -7734021 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 44358 members Entering Unmasked Estep Score: -7734031.000000 Penalty: 5346.290039 Iteration 154Q: 3 clusters Score -7734031 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 44392 members Entering Unmasked Estep Score: -7734041.500000 Penalty: 5346.290039 Iteration 155Q: 3 clusters Score -7734042 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 44419 members Entering Unmasked Estep Score: -7734047.000000 Penalty: 5346.290039 Iteration 156Q: 3 clusters Score -7734047 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 44449 members Entering Unmasked Estep Score: -7734054.000000 Penalty: 5346.290039 Iteration 157Q: 3 clusters Score -7734054 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 44470 members Entering Unmasked Estep Score: -7734065.000000 Penalty: 5346.290039 Iteration 158Q: 3 clusters Score -7734065 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 44493 members Entering Unmasked Estep Score: -7734067.000000 Penalty: 5346.290039 Iteration 159Q: 3 clusters Score -7734067 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 44509 members Entering Unmasked Estep Score: -7734066.500000 Penalty: 5346.290039 Iteration 160F: 3 clusters Score -7734066 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 44527 members Entering Unmasked Estep Score: -7734062.000000 Penalty: 5346.290039 Iteration 161Q: 3 clusters Score -7734062 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 44546 members Entering Unmasked Estep Score: -7734072.500000 Penalty: 5346.290039 Iteration 162Q: 3 clusters Score -7734072 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 44568 members Entering Unmasked Estep Score: -7734071.500000 Penalty: 5346.290039 Iteration 163Q: 3 clusters Score -7734072 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 44594 members Entering Unmasked Estep Score: -7734068.500000 Penalty: 5346.290039 Iteration 164Q: 3 clusters Score -7734068 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 44623 members Entering Unmasked Estep Score: -7734084.000000 Penalty: 5346.290039 Iteration 165Q: 3 clusters Score -7734084 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 44667 members Entering Unmasked Estep Score: -7734092.500000 Penalty: 5346.290039 Iteration 166Q: 3 clusters Score -7734092 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 44706 members Entering Unmasked Estep Score: -7734095.000000 Penalty: 5346.290039 Iteration 167Q: 3 clusters Score -7734095 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 44755 members Entering Unmasked Estep Score: -7734118.500000 Penalty: 5346.290039 Iteration 168Q: 3 clusters Score -7734118 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 44820 members Entering Unmasked Estep Score: -7734135.500000 Penalty: 5346.290039 Iteration 169Q: 3 clusters Score -7734136 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 44889 members Entering Unmasked Estep Score: -7734134.500000 Penalty: 5346.290039 Iteration 170Q: 3 clusters Score -7734134 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 44967 members Entering Unmasked Estep Score: -7734161.000000 Penalty: 5346.290039 Iteration 171Q: 3 clusters Score -7734161 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 45054 members Entering Unmasked Estep Score: -7734185.000000 Penalty: 5346.290039 Iteration 172Q: 3 clusters Score -7734185 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 45149 members Entering Unmasked Estep Score: -7734220.500000 Penalty: 5346.290039 Iteration 173Q: 3 clusters Score -7734220 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 45247 members Entering Unmasked Estep Score: -7734227.500000 Penalty: 5346.290039 Iteration 174Q: 3 clusters Score -7734228 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 45315 members Entering Unmasked Estep Score: -7734267.000000 Penalty: 5346.290039 Iteration 175Q: 3 clusters Score -7734267 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 45395 members Entering Unmasked Estep Score: -7734326.000000 Penalty: 5346.290039 Iteration 176Q: 3 clusters Score -7734326 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 45479 members Entering Unmasked Estep Score: -7734359.000000 Penalty: 5346.290039 Iteration 177Q: 3 clusters Score -7734359 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 45561 members Entering Unmasked Estep Score: -7734380.500000 Penalty: 5346.290039 Iteration 178Q: 3 clusters Score -7734380 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 45668 members Entering Unmasked Estep Score: -7734405.000000 Penalty: 5346.290039 Iteration 179Q: 3 clusters Score -7734405 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 45771 members Entering Unmasked Estep Score: -7734441.000000 Penalty: 5346.290039 Iteration 180F: 3 clusters Score -7734441 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 45868 members Entering Unmasked Estep Score: -7734481.500000 Penalty: 5346.290039 Iteration 181Q: 3 clusters Score -7734482 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 45953 members Entering Unmasked Estep Score: -7734508.000000 Penalty: 5346.290039 Iteration 182Q: 3 clusters Score -7734508 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 46034 members Entering Unmasked Estep Score: -7734585.500000 Penalty: 5346.290039 Iteration 183Q: 3 clusters Score -7734586 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 46115 members Entering Unmasked Estep Score: -7734662.000000 Penalty: 5346.290039 Iteration 184Q: 3 clusters Score -7734662 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 46205 members Entering Unmasked Estep Score: -7734710.000000 Penalty: 5346.290039 Iteration 185Q: 3 clusters Score -7734710 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 46268 members Entering Unmasked Estep Score: -7734777.000000 Penalty: 5346.290039 Iteration 186Q: 3 clusters Score -7734777 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 46335 members Entering Unmasked Estep Score: -7734863.500000 Penalty: 5346.290039 Iteration 187Q: 3 clusters Score -7734864 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 46394 members Entering Unmasked Estep Score: -7734885.500000 Penalty: 5346.290039 Iteration 188Q: 3 clusters Score -7734886 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 46443 members Entering Unmasked Estep Score: -7734914.000000 Penalty: 5346.290039 Iteration 189Q: 3 clusters Score -7734914 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 46482 members Entering Unmasked Estep Score: -7734939.000000 Penalty: 5346.290039 Iteration 190Q: 3 clusters Score -7734939 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 46508 members Entering Unmasked Estep Score: -7734938.500000 Penalty: 5346.290039 Iteration 191Q: 3 clusters Score -7734938 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 46523 members Entering Unmasked Estep Score: -7734936.500000 Penalty: 5346.290039 Iteration 192Q: 3 clusters Score -7734936 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 46542 members Entering Unmasked Estep Score: -7734952.500000 Penalty: 5346.290039 Iteration 193Q: 3 clusters Score -7734952 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 46556 members Entering Unmasked Estep Score: -7734939.000000 Penalty: 5346.290039 Iteration 194Q: 3 clusters Score -7734939 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 46563 members Entering Unmasked Estep Score: -7734944.000000 Penalty: 5346.290039 Iteration 195Q: 3 clusters Score -7734944 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 46562 members Entering Unmasked Estep Score: -7734951.000000 Penalty: 5346.290039 Iteration 196Q: 3 clusters Score -7734951 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 46567 members Entering Unmasked Estep Score: -7734950.000000 Penalty: 5346.290039 Iteration 197Q: 3 clusters Score -7734950 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 46566 members Entering Unmasked Estep Score: -7734947.500000 Penalty: 5346.290039 Iteration 198Q: 3 clusters Score -7734948 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 46567 members Entering Unmasked Estep Score: -7734952.000000 Penalty: 5346.290039 Iteration 199Q: 3 clusters Score -7734952 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 46567 members Entering Unmasked Estep Score: -7734982.000000 Penalty: 5346.290039 Iteration 200F: 3 clusters Score -7734982 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 46552 members Entering Unmasked Estep Score: -7734995.000000 Penalty: 5346.290039 Iteration 201Q: 3 clusters Score -7734995 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 46545 members Entering Unmasked Estep Score: -7734996.500000 Penalty: 5346.290039 Iteration 202Q: 3 clusters Score -7734996 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 46550 members Entering Unmasked Estep Score: -7734995.500000 Penalty: 5346.290039 Iteration 203Q: 3 clusters Score -7734996 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 46549 members Entering Unmasked Estep Score: -7734996.000000 Penalty: 5346.290039 Iteration 204Q: 3 clusters Score -7734996 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 46547 members Entering Unmasked Estep Score: -7734994.000000 Penalty: 5346.290039 Iteration 205Q: 3 clusters Score -7734994 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 46547 members Entering Unmasked Estep Score: -7734998.000000 Penalty: 5346.290039 Iteration 206Q: 3 clusters Score -7734998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 46548 members Entering Unmasked Estep Score: -7735000.500000 Penalty: 5346.290039 Iteration 207Q: 3 clusters Score -7735000 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 46550 members Entering Unmasked Estep Score: -7735006.500000 Penalty: 5346.290039 Iteration 208Q: 3 clusters Score -7735006 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 46545 members Entering Unmasked Estep Score: -7735014.500000 Penalty: 5346.290039 Iteration 209Q: 3 clusters Score -7735014 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 46548 members Entering Unmasked Estep Score: -7735014.500000 Penalty: 5346.290039 Iteration 210Q: 3 clusters Score -7735014 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 46553 members Entering Unmasked Estep Score: -7735024.500000 Penalty: 5346.290039 Iteration 211Q: 3 clusters Score -7735024 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 46556 members Entering Unmasked Estep Score: -7735021.000000 Penalty: 5346.290039 Iteration 212Q: 3 clusters Score -7735021 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 46555 members Entering Unmasked Estep Score: -7735038.000000 Penalty: 5346.290039 Iteration 213Q: 3 clusters Score -7735038 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 46555 members Entering Unmasked Estep Score: -7735026.500000 Penalty: 5346.290039 Iteration 214Q: 3 clusters Score -7735026 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 46553 members Entering Unmasked Estep Score: -7735045.000000 Penalty: 5346.290039 Iteration 215Q: 3 clusters Score -7735045 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 46552 members Entering Unmasked Estep Score: -7735036.500000 Penalty: 5346.290039 Iteration 216Q: 3 clusters Score -7735036 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 46554 members Entering Unmasked Estep Score: -7735035.500000 Penalty: 5346.290039 Iteration 217Q: 3 clusters Score -7735036 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 46562 members Entering Unmasked Estep Score: -7735037.000000 Penalty: 5346.290039 Iteration 218Q: 3 clusters Score -7735037 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 46568 members Entering Unmasked Estep Score: -7735042.500000 Penalty: 5346.290039 Iteration 219Q: 3 clusters Score -7735042 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 46569 members Entering Unmasked Estep Score: -7735050.500000 Penalty: 5346.290039 Iteration 220F: 3 clusters Score -7735050 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 46569 members Entering Unmasked Estep Score: -7735042.000000 Penalty: 5346.290039 Iteration 221Q: 3 clusters Score -7735042 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 46570 members Entering Unmasked Estep Score: -7735043.500000 Penalty: 5346.290039 Iteration 222Q: 3 clusters Score -7735044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 46571 members Entering Unmasked Estep Score: -7735048.500000 Penalty: 5346.290039 Iteration 223Q: 3 clusters Score -7735048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 46572 members Entering Unmasked Estep Score: -7735042.500000 Penalty: 5346.290039 Iteration 224Q: 3 clusters Score -7735042 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 46571 members Entering Unmasked Estep Score: -7735049.500000 Penalty: 5346.290039 Iteration 225Q: 3 clusters Score -7735050 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 46572 members Entering Unmasked Estep Score: -7735051.500000 Penalty: 5346.290039 Iteration 226Q: 3 clusters Score -7735052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 46574 members Entering Unmasked Estep Score: -7735051.000000 Penalty: 5346.290039 Iteration 227Q: 3 clusters Score -7735051 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 46576 members Entering Unmasked Estep Score: -7735044.000000 Penalty: 5346.290039 Iteration 228Q: 3 clusters Score -7735044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 46577 members Entering Unmasked Estep Score: -7735047.500000 Penalty: 5346.290039 Iteration 229Q: 3 clusters Score -7735048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 46578 members Entering Unmasked Estep Score: -7735051.000000 Penalty: 5346.290039 Iteration 230Q: 3 clusters Score -7735051 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 46580 members Entering Unmasked Estep Score: -7735054.500000 Penalty: 5346.290039 Iteration 231Q: 3 clusters Score -7735054 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 46579 members Entering Unmasked Estep Score: -7735049.000000 Penalty: 5346.290039 Iteration 232Q: 3 clusters Score -7735049 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 46579 members Entering Unmasked Estep Score: -7735049.000000 Penalty: 5346.290039 Iteration 233F: 3 clusters Score -7735049 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Entering Unmasked Estep Score: -69634.156250 Penalty: 1535.198242 Iteration 0F: 2 clusters Score -69634.16 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 247 members Entering Unmasked Estep Score: -68226.195312 Penalty: 3070.396484 Iteration 0F: 3 clusters Score -68226.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -68405.046875 Penalty: 3070.396484 Iteration 1F: 3 clusters Score -68405.05 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -68511.664062 Penalty: 3070.396484 Iteration 2F: 3 clusters Score -68511.66 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -68574.007812 Penalty: 3070.396484 Iteration 3Q: 3 clusters Score -68574.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -68615.039062 Penalty: 3070.396484 Iteration 4Q: 3 clusters Score -68615.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -68677.398438 Penalty: 3070.396484 Iteration 5Q: 3 clusters Score -68677.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -68705.632812 Penalty: 3070.396484 Iteration 6Q: 3 clusters Score -68705.63 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -68726.046875 Penalty: 3070.396484 Iteration 7Q: 3 clusters Score -68726.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -68755.335938 Penalty: 3070.396484 Iteration 8Q: 3 clusters Score -68755.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -68790.984375 Penalty: 3070.396484 Iteration 9Q: 3 clusters Score -68790.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -68815.054688 Penalty: 3070.396484 Iteration 10Q: 3 clusters Score -68815.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -68827.257812 Penalty: 3070.396484 Iteration 11Q: 3 clusters Score -68827.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -68836.500000 Penalty: 3070.396484 Iteration 12Q: 3 clusters Score -68836.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -68845.007812 Penalty: 3070.396484 Iteration 13Q: 3 clusters Score -68845.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -68854.265625 Penalty: 3070.396484 Iteration 14Q: 3 clusters Score -68854.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -68881.851562 Penalty: 3070.396484 Iteration 15Q: 3 clusters Score -68881.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -68907.085938 Penalty: 3070.396484 Iteration 16Q: 3 clusters Score -68907.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -68922.781250 Penalty: 3070.396484 Iteration 17Q: 3 clusters Score -68922.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -68924.585938 Penalty: 3070.396484 Iteration 18Q: 3 clusters Score -68924.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -68924.585938 Penalty: 3070.396484 Iteration 19F: 3 clusters Score -68924.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -51809.898438 Penalty: 1484.016235 Iteration 0F: 2 clusters Score -51809.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -50472.511719 Penalty: 2968.032471 Iteration 0F: 3 clusters Score -50472.51 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -50747.351562 Penalty: 2968.032471 Iteration 1F: 3 clusters Score -50747.35 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -50837.113281 Penalty: 2968.032471 Iteration 2F: 3 clusters Score -50837.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -50909.589844 Penalty: 2968.032471 Iteration 3Q: 3 clusters Score -50909.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -51006.789062 Penalty: 2968.032471 Iteration 4Q: 3 clusters Score -51006.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -51076.378906 Penalty: 2968.032471 Iteration 5Q: 3 clusters Score -51076.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -51164.761719 Penalty: 2968.032471 Iteration 6Q: 3 clusters Score -51164.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -51306.675781 Penalty: 2968.032471 Iteration 7Q: 3 clusters Score -51306.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -51423.109375 Penalty: 2968.032471 Iteration 8Q: 3 clusters Score -51423.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -51500.476562 Penalty: 2968.032471 Iteration 9Q: 3 clusters Score -51500.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -51572.671875 Penalty: 2968.032471 Iteration 10Q: 3 clusters Score -51572.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -51637.394531 Penalty: 2968.032471 Iteration 11Q: 3 clusters Score -51637.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -51646.554688 Penalty: 2968.032471 Iteration 12Q: 3 clusters Score -51646.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -51670.859375 Penalty: 2968.032471 Iteration 13Q: 3 clusters Score -51670.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -51670.859375 Penalty: 2968.032471 Iteration 14F: 3 clusters Score -51670.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Entering Unmasked Estep Score: -105465.843750 Penalty: 1645.389160 Iteration 0F: 2 clusters Score -105465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -103781.796875 Penalty: 3290.778320 Iteration 0F: 3 clusters Score -103781.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -104091.898438 Penalty: 3290.778320 Iteration 1F: 3 clusters Score -104091.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -104223.687500 Penalty: 3290.778320 Iteration 2F: 3 clusters Score -104223.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -104388.523438 Penalty: 3290.778320 Iteration 3F: 3 clusters Score -104388.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -104685.640625 Penalty: 3290.778320 Iteration 4F: 3 clusters Score -104685.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -104953.414062 Penalty: 3290.778320 Iteration 5F: 3 clusters Score -104953.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -105148.882812 Penalty: 3290.778320 Iteration 6F: 3 clusters Score -105148.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -105319.562500 Penalty: 3290.778320 Iteration 7Q: 3 clusters Score -105319.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -105419.203125 Penalty: 3290.778320 Iteration 8Q: 3 clusters Score -105419.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -105461.390625 Penalty: 3290.778320 Iteration 9Q: 3 clusters Score -105461.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -105507.648438 Penalty: 3290.778320 Iteration 10Q: 3 clusters Score -105507.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -105654.398438 Penalty: 3290.778320 Iteration 11Q: 3 clusters Score -105654.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -105908.890625 Penalty: 3290.778320 Iteration 12Q: 3 clusters Score -105908.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -105963.343750 Penalty: 3290.778320 Iteration 13Q: 3 clusters Score -105963.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -105965.765625 Penalty: 3290.778320 Iteration 14Q: 3 clusters Score -105965.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -105967.257812 Penalty: 3290.778320 Iteration 15Q: 3 clusters Score -105967.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -105974.203125 Penalty: 3290.778320 Iteration 16F: 3 clusters Score -105974.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -105995.632812 Penalty: 3290.778320 Iteration 17Q: 3 clusters Score -105995.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -106071.117188 Penalty: 3290.778320 Iteration 18Q: 3 clusters Score -106071.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -106108.468750 Penalty: 3290.778320 Iteration 19Q: 3 clusters Score -106108.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -106177.859375 Penalty: 3290.778320 Iteration 20F: 3 clusters Score -106177.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -106263.031250 Penalty: 3290.778320 Iteration 21Q: 3 clusters Score -106263 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -106432.726562 Penalty: 3290.778320 Iteration 22Q: 3 clusters Score -106432.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -106432.726562 Penalty: 3290.778320 Iteration 23F: 3 clusters Score -106432.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29349 members Mstep: Class 4 contains 47993 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 370 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31154 members Mstep: Class 10 contains 10842 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45160 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3923 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3920 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38659 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 391 members Entering Unmasked Estep Score: -37740704.000000 Penalty: 76699.429688 Splitting cluster 7 changes total score from -37741152.000000 to -37740704.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Entering Unmasked Estep Score: -170717.546875 Penalty: 1727.574097 Iteration 0F: 2 clusters Score -170717.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -168723.812500 Penalty: 3455.148193 Iteration 0F: 3 clusters Score -168723.8 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -169044.265625 Penalty: 3455.148193 Iteration 1F: 3 clusters Score -169044.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -169180.437500 Penalty: 3455.148193 Iteration 2F: 3 clusters Score -169180.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -169259.062500 Penalty: 3455.148193 Iteration 3Q: 3 clusters Score -169259.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -169322.562500 Penalty: 3455.148193 Iteration 4Q: 3 clusters Score -169322.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -169361.140625 Penalty: 3455.148193 Iteration 5Q: 3 clusters Score -169361.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -169393.359375 Penalty: 3455.148193 Iteration 6Q: 3 clusters Score -169393.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -169414.125000 Penalty: 3455.148193 Iteration 7Q: 3 clusters Score -169414.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -169441.484375 Penalty: 3455.148193 Iteration 8Q: 3 clusters Score -169441.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -169466.015625 Penalty: 3455.148193 Iteration 9Q: 3 clusters Score -169466 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -169472.921875 Penalty: 3455.148193 Iteration 10Q: 3 clusters Score -169472.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -169476.250000 Penalty: 3455.148193 Iteration 11Q: 3 clusters Score -169476.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -169479.625000 Penalty: 3455.148193 Iteration 12Q: 3 clusters Score -169479.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -169481.500000 Penalty: 3455.148193 Iteration 13Q: 3 clusters Score -169481.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -169486.640625 Penalty: 3455.148193 Iteration 14Q: 3 clusters Score -169486.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -169489.875000 Penalty: 3455.148193 Iteration 15Q: 3 clusters Score -169489.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -169497.812500 Penalty: 3455.148193 Iteration 16Q: 3 clusters Score -169497.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -169503.593750 Penalty: 3455.148193 Iteration 17Q: 3 clusters Score -169503.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -169504.437500 Penalty: 3455.148193 Iteration 18Q: 3 clusters Score -169504.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -169505.343750 Penalty: 3455.148193 Iteration 19Q: 3 clusters Score -169505.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -169506.062500 Penalty: 3455.148193 Iteration 20F: 3 clusters Score -169506.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -169510.281250 Penalty: 3455.148193 Iteration 21Q: 3 clusters Score -169510.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -169513.531250 Penalty: 3455.148193 Iteration 22Q: 3 clusters Score -169513.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -169515.781250 Penalty: 3455.148193 Iteration 23Q: 3 clusters Score -169515.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -169516.921875 Penalty: 3455.148193 Iteration 24Q: 3 clusters Score -169516.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -169516.921875 Penalty: 3455.148193 Iteration 25F: 3 clusters Score -169516.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (31154 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31154 members Entering Unmasked Estep Score: -5074995.000000 Penalty: 2565.980957 Iteration 0F: 2 clusters Score -5074995 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15409 members Mstep: Class 2 contains 15745 members Entering Unmasked Estep Score: -5053864.500000 Penalty: 5131.961914 Iteration 0F: 3 clusters Score -5053864 nChanged 13893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14648 members Mstep: Class 2 contains 16506 members Entering Unmasked Estep Score: -5061317.500000 Penalty: 5131.961914 Iteration 1F: 3 clusters Score -5061318 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14257 members Mstep: Class 2 contains 16897 members Entering Unmasked Estep Score: -5062015.000000 Penalty: 5131.961914 Iteration 2F: 3 clusters Score -5062015 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13845 members Mstep: Class 2 contains 17309 members Entering Unmasked Estep Score: -5062896.000000 Penalty: 5131.961914 Iteration 3F: 3 clusters Score -5062896 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 17750 members Entering Unmasked Estep Score: -5063991.500000 Penalty: 5131.961914 Iteration 4F: 3 clusters Score -5063992 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12968 members Mstep: Class 2 contains 18186 members Entering Unmasked Estep Score: -5065073.500000 Penalty: 5131.961914 Iteration 5F: 3 clusters Score -5065074 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12518 members Mstep: Class 2 contains 18636 members Entering Unmasked Estep Score: -5066082.000000 Penalty: 5131.961914 Iteration 6F: 3 clusters Score -5066082 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12051 members Mstep: Class 2 contains 19103 members Entering Unmasked Estep Score: -5066899.500000 Penalty: 5131.961914 Iteration 7F: 3 clusters Score -5066900 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11583 members Mstep: Class 2 contains 19571 members Entering Unmasked Estep Score: -5067587.500000 Penalty: 5131.961914 Iteration 8Q: 3 clusters Score -5067588 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 20071 members Entering Unmasked Estep Score: -5068167.000000 Penalty: 5131.961914 Iteration 9Q: 3 clusters Score -5068167 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10534 members Mstep: Class 2 contains 20620 members Entering Unmasked Estep Score: -5068649.500000 Penalty: 5131.961914 Iteration 10Q: 3 clusters Score -5068650 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9967 members Mstep: Class 2 contains 21187 members Entering Unmasked Estep Score: -5069064.500000 Penalty: 5131.961914 Iteration 11Q: 3 clusters Score -5069064 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9408 members Mstep: Class 2 contains 21746 members Entering Unmasked Estep Score: -5069376.000000 Penalty: 5131.961914 Iteration 12Q: 3 clusters Score -5069376 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 22318 members Entering Unmasked Estep Score: -5069670.500000 Penalty: 5131.961914 Iteration 13Q: 3 clusters Score -5069670 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8283 members Mstep: Class 2 contains 22871 members Entering Unmasked Estep Score: -5069946.500000 Penalty: 5131.961914 Iteration 14Q: 3 clusters Score -5069946 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 23432 members Entering Unmasked Estep Score: -5070200.500000 Penalty: 5131.961914 Iteration 15Q: 3 clusters Score -5070200 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7156 members Mstep: Class 2 contains 23998 members Entering Unmasked Estep Score: -5070444.500000 Penalty: 5131.961914 Iteration 16Q: 3 clusters Score -5070444 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 24568 members Entering Unmasked Estep Score: -5070655.500000 Penalty: 5131.961914 Iteration 17Q: 3 clusters Score -5070656 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 25169 members Entering Unmasked Estep Score: -5070890.500000 Penalty: 5131.961914 Iteration 18Q: 3 clusters Score -5070890 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 25762 members Entering Unmasked Estep Score: -5071185.500000 Penalty: 5131.961914 Iteration 19Q: 3 clusters Score -5071186 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 26318 members Entering Unmasked Estep Score: -5071433.000000 Penalty: 5131.961914 Iteration 20F: 3 clusters Score -5071433 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 26854 members Entering Unmasked Estep Score: -5071704.500000 Penalty: 5131.961914 Iteration 21Q: 3 clusters Score -5071704 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 27344 members Entering Unmasked Estep Score: -5071984.500000 Penalty: 5131.961914 Iteration 22Q: 3 clusters Score -5071984 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 27805 members Entering Unmasked Estep Score: -5072223.500000 Penalty: 5131.961914 Iteration 23Q: 3 clusters Score -5072224 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 28195 members Entering Unmasked Estep Score: -5072458.000000 Penalty: 5131.961914 Iteration 24Q: 3 clusters Score -5072458 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 28536 members Entering Unmasked Estep Score: -5072621.000000 Penalty: 5131.961914 Iteration 25Q: 3 clusters Score -5072621 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 28780 members Entering Unmasked Estep Score: -5072735.000000 Penalty: 5131.961914 Iteration 26Q: 3 clusters Score -5072735 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 29002 members Entering Unmasked Estep Score: -5072845.000000 Penalty: 5131.961914 Iteration 27Q: 3 clusters Score -5072845 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 29180 members Entering Unmasked Estep Score: -5072942.000000 Penalty: 5131.961914 Iteration 28Q: 3 clusters Score -5072942 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 29319 members Entering Unmasked Estep Score: -5073010.000000 Penalty: 5131.961914 Iteration 29Q: 3 clusters Score -5073010 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 29439 members Entering Unmasked Estep Score: -5073070.000000 Penalty: 5131.961914 Iteration 30Q: 3 clusters Score -5073070 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 29526 members Entering Unmasked Estep Score: -5073115.000000 Penalty: 5131.961914 Iteration 31Q: 3 clusters Score -5073115 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 29589 members Entering Unmasked Estep Score: -5073143.500000 Penalty: 5131.961914 Iteration 32Q: 3 clusters Score -5073144 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 29634 members Entering Unmasked Estep Score: -5073157.500000 Penalty: 5131.961914 Iteration 33Q: 3 clusters Score -5073158 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 29670 members Entering Unmasked Estep Score: -5073164.000000 Penalty: 5131.961914 Iteration 34Q: 3 clusters Score -5073164 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 29697 members Entering Unmasked Estep Score: -5073182.000000 Penalty: 5131.961914 Iteration 35Q: 3 clusters Score -5073182 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 29718 members Entering Unmasked Estep Score: -5073187.500000 Penalty: 5131.961914 Iteration 36Q: 3 clusters Score -5073188 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 29739 members Entering Unmasked Estep Score: -5073192.000000 Penalty: 5131.961914 Iteration 37Q: 3 clusters Score -5073192 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 29767 members Entering Unmasked Estep Score: -5073199.000000 Penalty: 5131.961914 Iteration 38Q: 3 clusters Score -5073199 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 29789 members Entering Unmasked Estep Score: -5073208.500000 Penalty: 5131.961914 Iteration 39Q: 3 clusters Score -5073208 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 29811 members Entering Unmasked Estep Score: -5073220.000000 Penalty: 5131.961914 Iteration 40F: 3 clusters Score -5073220 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 29824 members Entering Unmasked Estep Score: -5073227.500000 Penalty: 5131.961914 Iteration 41Q: 3 clusters Score -5073228 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 29838 members Entering Unmasked Estep Score: -5073233.000000 Penalty: 5131.961914 Iteration 42Q: 3 clusters Score -5073233 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 29845 members Entering Unmasked Estep Score: -5073231.500000 Penalty: 5131.961914 Iteration 43Q: 3 clusters Score -5073232 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 29856 members Entering Unmasked Estep Score: -5073246.000000 Penalty: 5131.961914 Iteration 44Q: 3 clusters Score -5073246 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 29862 members Entering Unmasked Estep Score: -5073241.000000 Penalty: 5131.961914 Iteration 45Q: 3 clusters Score -5073241 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 29871 members Entering Unmasked Estep Score: -5073251.500000 Penalty: 5131.961914 Iteration 46Q: 3 clusters Score -5073252 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 29877 members Entering Unmasked Estep Score: -5073249.000000 Penalty: 5131.961914 Iteration 47Q: 3 clusters Score -5073249 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 29884 members Entering Unmasked Estep Score: -5073254.000000 Penalty: 5131.961914 Iteration 48Q: 3 clusters Score -5073254 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 29890 members Entering Unmasked Estep Score: -5073251.500000 Penalty: 5131.961914 Iteration 49Q: 3 clusters Score -5073252 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 29896 members Entering Unmasked Estep Score: -5073256.000000 Penalty: 5131.961914 Iteration 50Q: 3 clusters Score -5073256 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 29905 members Entering Unmasked Estep Score: -5073258.000000 Penalty: 5131.961914 Iteration 51Q: 3 clusters Score -5073258 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 29910 members Entering Unmasked Estep Score: -5073256.000000 Penalty: 5131.961914 Iteration 52Q: 3 clusters Score -5073256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 29913 members Entering Unmasked Estep Score: -5073261.000000 Penalty: 5131.961914 Iteration 53Q: 3 clusters Score -5073261 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 29916 members Entering Unmasked Estep Score: -5073258.000000 Penalty: 5131.961914 Iteration 54Q: 3 clusters Score -5073258 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 29918 members Entering Unmasked Estep Score: -5073257.000000 Penalty: 5131.961914 Iteration 55Q: 3 clusters Score -5073257 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 29921 members Entering Unmasked Estep Score: -5073260.500000 Penalty: 5131.961914 Iteration 56Q: 3 clusters Score -5073260 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 29927 members Entering Unmasked Estep Score: -5073262.000000 Penalty: 5131.961914 Iteration 57Q: 3 clusters Score -5073262 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 29933 members Entering Unmasked Estep Score: -5073260.000000 Penalty: 5131.961914 Iteration 58Q: 3 clusters Score -5073260 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 29937 members Entering Unmasked Estep Score: -5073258.500000 Penalty: 5131.961914 Iteration 59Q: 3 clusters Score -5073258 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 29942 members Entering Unmasked Estep Score: -5073260.500000 Penalty: 5131.961914 Iteration 60F: 3 clusters Score -5073260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 29945 members Entering Unmasked Estep Score: -5073261.000000 Penalty: 5131.961914 Iteration 61Q: 3 clusters Score -5073261 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 29945 members Entering Unmasked Estep Score: -5073267.000000 Penalty: 5131.961914 Iteration 62Q: 3 clusters Score -5073267 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 29948 members Entering Unmasked Estep Score: -5073265.000000 Penalty: 5131.961914 Iteration 63Q: 3 clusters Score -5073265 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 29954 members Entering Unmasked Estep Score: -5073271.500000 Penalty: 5131.961914 Iteration 64Q: 3 clusters Score -5073272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 29957 members Entering Unmasked Estep Score: -5073278.000000 Penalty: 5131.961914 Iteration 65Q: 3 clusters Score -5073278 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 29962 members Entering Unmasked Estep Score: -5073271.500000 Penalty: 5131.961914 Iteration 66Q: 3 clusters Score -5073272 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 29969 members Entering Unmasked Estep Score: -5073264.500000 Penalty: 5131.961914 Iteration 67Q: 3 clusters Score -5073264 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 29974 members Entering Unmasked Estep Score: -5073272.000000 Penalty: 5131.961914 Iteration 68Q: 3 clusters Score -5073272 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 29978 members Entering Unmasked Estep Score: -5073272.500000 Penalty: 5131.961914 Iteration 69Q: 3 clusters Score -5073272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 29981 members Entering Unmasked Estep Score: -5073273.500000 Penalty: 5131.961914 Iteration 70Q: 3 clusters Score -5073274 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 29984 members Entering Unmasked Estep Score: -5073281.500000 Penalty: 5131.961914 Iteration 71Q: 3 clusters Score -5073282 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 29987 members Entering Unmasked Estep Score: -5073283.500000 Penalty: 5131.961914 Iteration 72Q: 3 clusters Score -5073284 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 29990 members Entering Unmasked Estep Score: -5073281.000000 Penalty: 5131.961914 Iteration 73Q: 3 clusters Score -5073281 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 29990 members Entering Unmasked Estep Score: -5073281.000000 Penalty: 5131.961914 Iteration 74F: 3 clusters Score -5073281 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (10842 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Entering Unmasked Estep Score: -1726404.000000 Penalty: 2304.213379 Iteration 0F: 2 clusters Score -1726404 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5375 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1718237.375000 Penalty: 4608.426758 Iteration 0F: 3 clusters Score -1718237 nChanged 4574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -1720674.000000 Penalty: 4608.426758 Iteration 1F: 3 clusters Score -1720674 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -1721073.125000 Penalty: 4608.426758 Iteration 2F: 3 clusters Score -1721073 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -1721407.500000 Penalty: 4608.426758 Iteration 3F: 3 clusters Score -1721408 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1721722.875000 Penalty: 4608.426758 Iteration 4F: 3 clusters Score -1721723 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -1722034.875000 Penalty: 4608.426758 Iteration 5Q: 3 clusters Score -1722035 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -1722402.375000 Penalty: 4608.426758 Iteration 6F: 3 clusters Score -1722402 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -1722834.000000 Penalty: 4608.426758 Iteration 7F: 3 clusters Score -1722834 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -1723292.500000 Penalty: 4608.426758 Iteration 8F: 3 clusters Score -1723292 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1723685.750000 Penalty: 4608.426758 Iteration 9F: 3 clusters Score -1723686 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -1723957.625000 Penalty: 4608.426758 Iteration 10Q: 3 clusters Score -1723958 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -1724159.750000 Penalty: 4608.426758 Iteration 11Q: 3 clusters Score -1724160 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -1724291.125000 Penalty: 4608.426758 Iteration 12Q: 3 clusters Score -1724291 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7328 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -1724392.125000 Penalty: 4608.426758 Iteration 13Q: 3 clusters Score -1724392 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7494 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -1724469.750000 Penalty: 4608.426758 Iteration 14Q: 3 clusters Score -1724470 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -1724536.375000 Penalty: 4608.426758 Iteration 15Q: 3 clusters Score -1724536 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -1724609.000000 Penalty: 4608.426758 Iteration 16Q: 3 clusters Score -1724609 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -1724653.750000 Penalty: 4608.426758 Iteration 17Q: 3 clusters Score -1724654 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -1724695.125000 Penalty: 4608.426758 Iteration 18Q: 3 clusters Score -1724695 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -1724731.125000 Penalty: 4608.426758 Iteration 19Q: 3 clusters Score -1724731 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8230 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -1724750.625000 Penalty: 4608.426758 Iteration 20F: 3 clusters Score -1724751 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1724785.875000 Penalty: 4608.426758 Iteration 21Q: 3 clusters Score -1724786 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -1724807.500000 Penalty: 4608.426758 Iteration 22Q: 3 clusters Score -1724808 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -1724830.625000 Penalty: 4608.426758 Iteration 23Q: 3 clusters Score -1724831 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8550 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -1724844.750000 Penalty: 4608.426758 Iteration 24Q: 3 clusters Score -1724845 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -1724870.250000 Penalty: 4608.426758 Iteration 25Q: 3 clusters Score -1724870 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8691 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -1724886.875000 Penalty: 4608.426758 Iteration 26Q: 3 clusters Score -1724887 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -1724909.000000 Penalty: 4608.426758 Iteration 27Q: 3 clusters Score -1724909 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8846 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -1724932.500000 Penalty: 4608.426758 Iteration 28Q: 3 clusters Score -1724932 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -1724953.375000 Penalty: 4608.426758 Iteration 29Q: 3 clusters Score -1724953 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -1724969.375000 Penalty: 4608.426758 Iteration 30Q: 3 clusters Score -1724969 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9021 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1724984.250000 Penalty: 4608.426758 Iteration 31Q: 3 clusters Score -1724984 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9058 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -1724991.625000 Penalty: 4608.426758 Iteration 32Q: 3 clusters Score -1724992 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -1725001.500000 Penalty: 4608.426758 Iteration 33Q: 3 clusters Score -1725002 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -1725012.000000 Penalty: 4608.426758 Iteration 34Q: 3 clusters Score -1725012 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9179 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -1725018.875000 Penalty: 4608.426758 Iteration 35Q: 3 clusters Score -1725019 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9206 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -1725030.750000 Penalty: 4608.426758 Iteration 36Q: 3 clusters Score -1725031 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9230 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1725034.125000 Penalty: 4608.426758 Iteration 37Q: 3 clusters Score -1725034 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9247 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -1725039.750000 Penalty: 4608.426758 Iteration 38Q: 3 clusters Score -1725040 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -1725047.750000 Penalty: 4608.426758 Iteration 39Q: 3 clusters Score -1725048 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9273 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -1725048.625000 Penalty: 4608.426758 Iteration 40F: 3 clusters Score -1725049 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9285 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1725054.000000 Penalty: 4608.426758 Iteration 41Q: 3 clusters Score -1725054 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -1725053.125000 Penalty: 4608.426758 Iteration 42Q: 3 clusters Score -1725053 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9314 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -1725059.500000 Penalty: 4608.426758 Iteration 43Q: 3 clusters Score -1725060 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9336 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1725063.375000 Penalty: 4608.426758 Iteration 44Q: 3 clusters Score -1725063 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9354 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -1725070.250000 Penalty: 4608.426758 Iteration 45Q: 3 clusters Score -1725070 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -1725077.125000 Penalty: 4608.426758 Iteration 46Q: 3 clusters Score -1725077 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9382 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -1725078.250000 Penalty: 4608.426758 Iteration 47Q: 3 clusters Score -1725078 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9394 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -1725077.000000 Penalty: 4608.426758 Iteration 48Q: 3 clusters Score -1725077 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -1725078.625000 Penalty: 4608.426758 Iteration 49Q: 3 clusters Score -1725079 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9408 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -1725080.625000 Penalty: 4608.426758 Iteration 50Q: 3 clusters Score -1725081 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9412 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -1725080.625000 Penalty: 4608.426758 Iteration 51Q: 3 clusters Score -1725081 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9413 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -1725080.250000 Penalty: 4608.426758 Iteration 52Q: 3 clusters Score -1725080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -1725079.500000 Penalty: 4608.426758 Iteration 53Q: 3 clusters Score -1725080 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9416 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1725079.750000 Penalty: 4608.426758 Iteration 54Q: 3 clusters Score -1725080 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9416 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1725079.750000 Penalty: 4608.426758 Iteration 55F: 3 clusters Score -1725080 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -119211.679688 Penalty: 1650.868164 Iteration 0F: 2 clusters Score -119211.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -117434.390625 Penalty: 3301.736328 Iteration 0F: 3 clusters Score -117434.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -117645.289062 Penalty: 3301.736328 Iteration 1F: 3 clusters Score -117645.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -117725.593750 Penalty: 3301.736328 Iteration 2F: 3 clusters Score -117725.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -117764.492188 Penalty: 3301.736328 Iteration 3Q: 3 clusters Score -117764.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -117795.289062 Penalty: 3301.736328 Iteration 4Q: 3 clusters Score -117795.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -117820.070312 Penalty: 3301.736328 Iteration 5Q: 3 clusters Score -117820.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -117841.843750 Penalty: 3301.736328 Iteration 6Q: 3 clusters Score -117841.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -117873.367188 Penalty: 3301.736328 Iteration 7Q: 3 clusters Score -117873.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -117913.234375 Penalty: 3301.736328 Iteration 8Q: 3 clusters Score -117913.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -117950.953125 Penalty: 3301.736328 Iteration 9Q: 3 clusters Score -117951 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -117989.804688 Penalty: 3301.736328 Iteration 10Q: 3 clusters Score -117989.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -118015.406250 Penalty: 3301.736328 Iteration 11Q: 3 clusters Score -118015.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -118082.109375 Penalty: 3301.736328 Iteration 12Q: 3 clusters Score -118082.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -118161.554688 Penalty: 3301.736328 Iteration 13Q: 3 clusters Score -118161.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -118227.671875 Penalty: 3301.736328 Iteration 14Q: 3 clusters Score -118227.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -118251.476562 Penalty: 3301.736328 Iteration 15Q: 3 clusters Score -118251.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -118270.742188 Penalty: 3301.736328 Iteration 16Q: 3 clusters Score -118270.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -118291.140625 Penalty: 3301.736328 Iteration 17Q: 3 clusters Score -118291.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -118302.054688 Penalty: 3301.736328 Iteration 18Q: 3 clusters Score -118302.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -118302.054688 Penalty: 3301.736328 Iteration 19F: 3 clusters Score -118302.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -46629.707031 Penalty: 1455.585693 Iteration 0F: 2 clusters Score -46629.71 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 173 members Entering Unmasked Estep Score: -45435.265625 Penalty: 2911.171387 Iteration 0F: 3 clusters Score -45435.27 nChanged 64 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: -45714.527344 Penalty: 2911.171387 Iteration 1F: 3 clusters Score -45714.53 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -45821.332031 Penalty: 2911.171387 Iteration 2F: 3 clusters Score -45821.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -45872.296875 Penalty: 2911.171387 Iteration 3Q: 3 clusters Score -45872.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -45892.156250 Penalty: 2911.171387 Iteration 4Q: 3 clusters Score -45892.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -45899.769531 Penalty: 2911.171387 Iteration 5Q: 3 clusters Score -45899.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -45915.183594 Penalty: 2911.171387 Iteration 6Q: 3 clusters Score -45915.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -45944.707031 Penalty: 2911.171387 Iteration 7Q: 3 clusters Score -45944.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -46007.210938 Penalty: 2911.171387 Iteration 8Q: 3 clusters Score -46007.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -46041.316406 Penalty: 2911.171387 Iteration 9Q: 3 clusters Score -46041.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -46086.234375 Penalty: 2911.171387 Iteration 10Q: 3 clusters Score -46086.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -46105.320312 Penalty: 2911.171387 Iteration 11Q: 3 clusters Score -46105.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -46143.289062 Penalty: 2911.171387 Iteration 12Q: 3 clusters Score -46143.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -46179.921875 Penalty: 2911.171387 Iteration 13Q: 3 clusters Score -46179.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -46227.773438 Penalty: 2911.171387 Iteration 14Q: 3 clusters Score -46227.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -46259.722656 Penalty: 2911.171387 Iteration 15Q: 3 clusters Score -46259.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -46286.914062 Penalty: 2911.171387 Iteration 16Q: 3 clusters Score -46286.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -46356.742188 Penalty: 2911.171387 Iteration 17Q: 3 clusters Score -46356.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -46408.585938 Penalty: 2911.171387 Iteration 18Q: 3 clusters Score -46408.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -46433.058594 Penalty: 2911.171387 Iteration 19Q: 3 clusters Score -46433.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -46442.597656 Penalty: 2911.171387 Iteration 20F: 3 clusters Score -46442.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -46456.785156 Penalty: 2911.171387 Iteration 21Q: 3 clusters Score -46456.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -46472.968750 Penalty: 2911.171387 Iteration 22Q: 3 clusters Score -46472.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -46507.449219 Penalty: 2911.171387 Iteration 23Q: 3 clusters Score -46507.45 nChanged 3 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: -46539.507812 Penalty: 2911.171387 Iteration 24Q: 3 clusters Score -46539.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -46549.777344 Penalty: 2911.171387 Iteration 25Q: 3 clusters Score -46549.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -46562.875000 Penalty: 2911.171387 Iteration 26Q: 3 clusters Score -46562.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -46562.875000 Penalty: 2911.171387 Iteration 27F: 3 clusters Score -46562.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Entering Unmasked Estep Score: -107907.250000 Penalty: 1645.714844 Iteration 0F: 2 clusters Score -107907.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -106155.414062 Penalty: 3291.429688 Iteration 0F: 3 clusters Score -106155.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -106424.828125 Penalty: 3291.429688 Iteration 1F: 3 clusters Score -106424.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -106512.796875 Penalty: 3291.429688 Iteration 2F: 3 clusters Score -106512.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -106557.703125 Penalty: 3291.429688 Iteration 3Q: 3 clusters Score -106557.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -106575.351562 Penalty: 3291.429688 Iteration 4Q: 3 clusters Score -106575.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -106580.804688 Penalty: 3291.429688 Iteration 5Q: 3 clusters Score -106580.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -106588.335938 Penalty: 3291.429688 Iteration 6Q: 3 clusters Score -106588.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -106593.343750 Penalty: 3291.429688 Iteration 7Q: 3 clusters Score -106593.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -106594.710938 Penalty: 3291.429688 Iteration 8Q: 3 clusters Score -106594.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -106597.281250 Penalty: 3291.429688 Iteration 9Q: 3 clusters Score -106597.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -106597.281250 Penalty: 3291.429688 Iteration 10F: 3 clusters Score -106597.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Entering Unmasked Estep Score: -717687.312500 Penalty: 2079.601074 Iteration 0F: 2 clusters Score -717687.3 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 2145 members Entering Unmasked Estep Score: -713559.187500 Penalty: 4159.202148 Iteration 0F: 3 clusters Score -713559.2 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -714697.187500 Penalty: 4159.202148 Iteration 1F: 3 clusters Score -714697.2 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -715051.375000 Penalty: 4159.202148 Iteration 2F: 3 clusters Score -715051.4 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -715321.437500 Penalty: 4159.202148 Iteration 3F: 3 clusters Score -715321.4 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -715604.812500 Penalty: 4159.202148 Iteration 4F: 3 clusters Score -715604.8 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -715930.500000 Penalty: 4159.202148 Iteration 5F: 3 clusters Score -715930.5 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -716168.125000 Penalty: 4159.202148 Iteration 6F: 3 clusters Score -716168.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -716332.812500 Penalty: 4159.202148 Iteration 7Q: 3 clusters Score -716332.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -716432.187500 Penalty: 4159.202148 Iteration 8Q: 3 clusters Score -716432.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -716492.687500 Penalty: 4159.202148 Iteration 9Q: 3 clusters Score -716492.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -716528.000000 Penalty: 4159.202148 Iteration 10Q: 3 clusters Score -716528 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -716554.812500 Penalty: 4159.202148 Iteration 11Q: 3 clusters Score -716554.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -716578.750000 Penalty: 4159.202148 Iteration 12Q: 3 clusters Score -716578.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -716594.687500 Penalty: 4159.202148 Iteration 13Q: 3 clusters Score -716594.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -716603.312500 Penalty: 4159.202148 Iteration 14Q: 3 clusters Score -716603.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -716609.000000 Penalty: 4159.202148 Iteration 15Q: 3 clusters Score -716609 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -716613.062500 Penalty: 4159.202148 Iteration 16Q: 3 clusters Score -716613.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -716616.812500 Penalty: 4159.202148 Iteration 17Q: 3 clusters Score -716616.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -716619.625000 Penalty: 4159.202148 Iteration 18Q: 3 clusters Score -716619.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -716622.687500 Penalty: 4159.202148 Iteration 19Q: 3 clusters Score -716622.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -716625.187500 Penalty: 4159.202148 Iteration 20F: 3 clusters Score -716625.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -716632.250000 Penalty: 4159.202148 Iteration 21Q: 3 clusters Score -716632.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -716636.250000 Penalty: 4159.202148 Iteration 22Q: 3 clusters Score -716636.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -716636.625000 Penalty: 4159.202148 Iteration 23Q: 3 clusters Score -716636.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -716639.750000 Penalty: 4159.202148 Iteration 24Q: 3 clusters Score -716639.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -716642.187500 Penalty: 4159.202148 Iteration 25Q: 3 clusters Score -716642.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -716643.437500 Penalty: 4159.202148 Iteration 26Q: 3 clusters Score -716643.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -716643.625000 Penalty: 4159.202148 Iteration 27Q: 3 clusters Score -716643.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -716646.250000 Penalty: 4159.202148 Iteration 28Q: 3 clusters Score -716646.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -716648.937500 Penalty: 4159.202148 Iteration 29Q: 3 clusters Score -716648.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -716651.937500 Penalty: 4159.202148 Iteration 30Q: 3 clusters Score -716651.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -716654.375000 Penalty: 4159.202148 Iteration 31Q: 3 clusters Score -716654.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -716656.437500 Penalty: 4159.202148 Iteration 32Q: 3 clusters Score -716656.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -716659.187500 Penalty: 4159.202148 Iteration 33Q: 3 clusters Score -716659.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -716663.062500 Penalty: 4159.202148 Iteration 34Q: 3 clusters Score -716663.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -716664.750000 Penalty: 4159.202148 Iteration 35Q: 3 clusters Score -716664.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -716667.437500 Penalty: 4159.202148 Iteration 36Q: 3 clusters Score -716667.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -716669.687500 Penalty: 4159.202148 Iteration 37Q: 3 clusters Score -716669.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -716671.937500 Penalty: 4159.202148 Iteration 38Q: 3 clusters Score -716671.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -716673.625000 Penalty: 4159.202148 Iteration 39Q: 3 clusters Score -716673.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -716674.562500 Penalty: 4159.202148 Iteration 40F: 3 clusters Score -716674.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -716675.750000 Penalty: 4159.202148 Iteration 41Q: 3 clusters Score -716675.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -716678.062500 Penalty: 4159.202148 Iteration 42Q: 3 clusters Score -716678.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -716678.500000 Penalty: 4159.202148 Iteration 43Q: 3 clusters Score -716678.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -716681.875000 Penalty: 4159.202148 Iteration 44Q: 3 clusters Score -716681.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -716685.937500 Penalty: 4159.202148 Iteration 45Q: 3 clusters Score -716685.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -716685.562500 Penalty: 4159.202148 Iteration 46Q: 3 clusters Score -716685.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -716688.125000 Penalty: 4159.202148 Iteration 47Q: 3 clusters Score -716688.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -716692.625000 Penalty: 4159.202148 Iteration 48Q: 3 clusters Score -716692.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -716697.000000 Penalty: 4159.202148 Iteration 49Q: 3 clusters Score -716697 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -716702.062500 Penalty: 4159.202148 Iteration 50Q: 3 clusters Score -716702.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -716705.500000 Penalty: 4159.202148 Iteration 51Q: 3 clusters Score -716705.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -716710.500000 Penalty: 4159.202148 Iteration 52Q: 3 clusters Score -716710.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -716712.437500 Penalty: 4159.202148 Iteration 53Q: 3 clusters Score -716712.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -716713.437500 Penalty: 4159.202148 Iteration 54Q: 3 clusters Score -716713.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -716714.500000 Penalty: 4159.202148 Iteration 55Q: 3 clusters Score -716714.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -716718.937500 Penalty: 4159.202148 Iteration 56Q: 3 clusters Score -716718.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -716721.562500 Penalty: 4159.202148 Iteration 57Q: 3 clusters Score -716721.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -716721.875000 Penalty: 4159.202148 Iteration 58Q: 3 clusters Score -716721.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -716725.000000 Penalty: 4159.202148 Iteration 59Q: 3 clusters Score -716725 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -716728.437500 Penalty: 4159.202148 Iteration 60F: 3 clusters Score -716728.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -716732.312500 Penalty: 4159.202148 Iteration 61Q: 3 clusters Score -716732.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -716738.625000 Penalty: 4159.202148 Iteration 62Q: 3 clusters Score -716738.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -716742.312500 Penalty: 4159.202148 Iteration 63Q: 3 clusters Score -716742.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -716745.187500 Penalty: 4159.202148 Iteration 64Q: 3 clusters Score -716745.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -716747.500000 Penalty: 4159.202148 Iteration 65Q: 3 clusters Score -716747.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -716750.500000 Penalty: 4159.202148 Iteration 66Q: 3 clusters Score -716750.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -716751.125000 Penalty: 4159.202148 Iteration 67Q: 3 clusters Score -716751.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -716751.687500 Penalty: 4159.202148 Iteration 68Q: 3 clusters Score -716751.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -716751.937500 Penalty: 4159.202148 Iteration 69Q: 3 clusters Score -716751.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -716752.750000 Penalty: 4159.202148 Iteration 70Q: 3 clusters Score -716752.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -716753.062500 Penalty: 4159.202148 Iteration 71Q: 3 clusters Score -716753.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -716753.062500 Penalty: 4159.202148 Iteration 72F: 3 clusters Score -716753.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (45160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45160 members Entering Unmasked Estep Score: -7443837.500000 Penalty: 2658.055908 Iteration 0F: 2 clusters Score -7443838 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22764 members Mstep: Class 2 contains 22396 members Entering Unmasked Estep Score: -7415044.000000 Penalty: 5316.111816 Iteration 0F: 3 clusters Score -7415044 nChanged 20765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23813 members Mstep: Class 2 contains 21347 members Entering Unmasked Estep Score: -7426505.500000 Penalty: 5316.111816 Iteration 1F: 3 clusters Score -7426506 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24453 members Mstep: Class 2 contains 20707 members Entering Unmasked Estep Score: -7427080.000000 Penalty: 5316.111816 Iteration 2Q: 3 clusters Score -7427080 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25306 members Mstep: Class 2 contains 19854 members Entering Unmasked Estep Score: -7427764.500000 Penalty: 5316.111816 Iteration 3Q: 3 clusters Score -7427764 nChanged 1885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26481 members Mstep: Class 2 contains 18679 members Entering Unmasked Estep Score: -7428605.000000 Penalty: 5316.111816 Iteration 4Q: 3 clusters Score -7428605 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27936 members Mstep: Class 2 contains 17224 members Entering Unmasked Estep Score: -7429698.500000 Penalty: 5316.111816 Iteration 5Q: 3 clusters Score -7429698 nChanged 2227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29679 members Mstep: Class 2 contains 15481 members Entering Unmasked Estep Score: -7431041.000000 Penalty: 5316.111816 Iteration 6Q: 3 clusters Score -7431041 nChanged 2389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31622 members Mstep: Class 2 contains 13538 members Entering Unmasked Estep Score: -7432576.500000 Penalty: 5316.111816 Iteration 7F: 3 clusters Score -7432576 nChanged 2534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33610 members Mstep: Class 2 contains 11550 members Entering Unmasked Estep Score: -7434295.500000 Penalty: 5316.111816 Iteration 8F: 3 clusters Score -7434296 nChanged 2380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35458 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -7435855.000000 Penalty: 5316.111816 Iteration 9F: 3 clusters Score -7435855 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37053 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -7437066.000000 Penalty: 5316.111816 Iteration 10Q: 3 clusters Score -7437066 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38385 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -7438052.500000 Penalty: 5316.111816 Iteration 11Q: 3 clusters Score -7438052 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39469 members Mstep: Class 2 contains 5691 members Entering Unmasked Estep Score: -7438773.500000 Penalty: 5316.111816 Iteration 12Q: 3 clusters Score -7438774 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40314 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -7439225.500000 Penalty: 5316.111816 Iteration 13Q: 3 clusters Score -7439226 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40940 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -7439621.000000 Penalty: 5316.111816 Iteration 14Q: 3 clusters Score -7439621 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41459 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -7439904.000000 Penalty: 5316.111816 Iteration 15Q: 3 clusters Score -7439904 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41874 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -7440100.500000 Penalty: 5316.111816 Iteration 16Q: 3 clusters Score -7440100 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42215 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -7440302.000000 Penalty: 5316.111816 Iteration 17Q: 3 clusters Score -7440302 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42495 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -7440424.000000 Penalty: 5316.111816 Iteration 18Q: 3 clusters Score -7440424 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42732 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -7440559.500000 Penalty: 5316.111816 Iteration 19Q: 3 clusters Score -7440560 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42939 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -7440671.000000 Penalty: 5316.111816 Iteration 20F: 3 clusters Score -7440671 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43099 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -7440774.500000 Penalty: 5316.111816 Iteration 21Q: 3 clusters Score -7440774 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43215 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -7440838.500000 Penalty: 5316.111816 Iteration 22Q: 3 clusters Score -7440838 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43319 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -7440875.000000 Penalty: 5316.111816 Iteration 23Q: 3 clusters Score -7440875 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43411 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -7440950.500000 Penalty: 5316.111816 Iteration 24Q: 3 clusters Score -7440950 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43487 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -7440993.500000 Penalty: 5316.111816 Iteration 25Q: 3 clusters Score -7440994 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43544 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -7441012.000000 Penalty: 5316.111816 Iteration 26Q: 3 clusters Score -7441012 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43588 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -7441047.500000 Penalty: 5316.111816 Iteration 27Q: 3 clusters Score -7441048 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43630 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -7441052.500000 Penalty: 5316.111816 Iteration 28Q: 3 clusters Score -7441052 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43669 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -7441068.000000 Penalty: 5316.111816 Iteration 29Q: 3 clusters Score -7441068 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43706 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -7441093.000000 Penalty: 5316.111816 Iteration 30Q: 3 clusters Score -7441093 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43743 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -7441136.500000 Penalty: 5316.111816 Iteration 31Q: 3 clusters Score -7441136 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43780 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -7441157.500000 Penalty: 5316.111816 Iteration 32Q: 3 clusters Score -7441158 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43822 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -7441187.000000 Penalty: 5316.111816 Iteration 33Q: 3 clusters Score -7441187 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43858 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -7441224.000000 Penalty: 5316.111816 Iteration 34Q: 3 clusters Score -7441224 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43895 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -7441234.500000 Penalty: 5316.111816 Iteration 35Q: 3 clusters Score -7441234 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43930 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -7441258.500000 Penalty: 5316.111816 Iteration 36Q: 3 clusters Score -7441258 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43962 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -7441272.000000 Penalty: 5316.111816 Iteration 37Q: 3 clusters Score -7441272 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43996 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -7441298.000000 Penalty: 5316.111816 Iteration 38Q: 3 clusters Score -7441298 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44026 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -7441323.000000 Penalty: 5316.111816 Iteration 39Q: 3 clusters Score -7441323 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44047 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -7441334.500000 Penalty: 5316.111816 Iteration 40F: 3 clusters Score -7441334 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44065 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -7441340.500000 Penalty: 5316.111816 Iteration 41Q: 3 clusters Score -7441340 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44074 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -7441350.500000 Penalty: 5316.111816 Iteration 42Q: 3 clusters Score -7441350 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44087 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -7441360.000000 Penalty: 5316.111816 Iteration 43Q: 3 clusters Score -7441360 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44099 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -7441360.000000 Penalty: 5316.111816 Iteration 44Q: 3 clusters Score -7441360 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44112 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -7441366.000000 Penalty: 5316.111816 Iteration 45Q: 3 clusters Score -7441366 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44120 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -7441369.000000 Penalty: 5316.111816 Iteration 46Q: 3 clusters Score -7441369 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44127 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -7441381.000000 Penalty: 5316.111816 Iteration 47Q: 3 clusters Score -7441381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44132 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -7441378.500000 Penalty: 5316.111816 Iteration 48Q: 3 clusters Score -7441378 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44132 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -7441376.000000 Penalty: 5316.111816 Iteration 49Q: 3 clusters Score -7441376 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44134 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -7441381.500000 Penalty: 5316.111816 Iteration 50Q: 3 clusters Score -7441382 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44139 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -7441394.000000 Penalty: 5316.111816 Iteration 51Q: 3 clusters Score -7441394 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44144 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -7441392.000000 Penalty: 5316.111816 Iteration 52Q: 3 clusters Score -7441392 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44148 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -7441395.500000 Penalty: 5316.111816 Iteration 53Q: 3 clusters Score -7441396 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44155 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -7441400.000000 Penalty: 5316.111816 Iteration 54Q: 3 clusters Score -7441400 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44165 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -7441400.500000 Penalty: 5316.111816 Iteration 55Q: 3 clusters Score -7441400 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44178 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -7441412.000000 Penalty: 5316.111816 Iteration 56Q: 3 clusters Score -7441412 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44188 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -7441422.000000 Penalty: 5316.111816 Iteration 57Q: 3 clusters Score -7441422 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44190 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -7441427.000000 Penalty: 5316.111816 Iteration 58Q: 3 clusters Score -7441427 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44196 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -7441430.500000 Penalty: 5316.111816 Iteration 59Q: 3 clusters Score -7441430 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44197 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -7441434.500000 Penalty: 5316.111816 Iteration 60F: 3 clusters Score -7441434 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44198 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -7441432.000000 Penalty: 5316.111816 Iteration 61Q: 3 clusters Score -7441432 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44199 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -7441426.000000 Penalty: 5316.111816 Iteration 62Q: 3 clusters Score -7441426 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44200 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -7441428.500000 Penalty: 5316.111816 Iteration 63Q: 3 clusters Score -7441428 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44200 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -7441421.500000 Penalty: 5316.111816 Iteration 64Q: 3 clusters Score -7441422 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44200 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -7441421.500000 Penalty: 5316.111816 Iteration 65F: 3 clusters Score -7441422 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -71173.648438 Penalty: 1566.208862 Iteration 0F: 2 clusters Score -71173.65 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 271 members Entering Unmasked Estep Score: -69670.859375 Penalty: 3132.417725 Iteration 0F: 3 clusters Score -69670.86 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -69998.140625 Penalty: 3132.417725 Iteration 1F: 3 clusters Score -69998.14 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -70204.992188 Penalty: 3132.417725 Iteration 2F: 3 clusters Score -70204.99 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -70413.054688 Penalty: 3132.417725 Iteration 3F: 3 clusters Score -70413.05 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -70623.382812 Penalty: 3132.417725 Iteration 4F: 3 clusters Score -70623.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -70855.148438 Penalty: 3132.417725 Iteration 5Q: 3 clusters Score -70855.15 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -71052.312500 Penalty: 3132.417725 Iteration 6Q: 3 clusters Score -71052.31 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -71211.945312 Penalty: 3132.417725 Iteration 7Q: 3 clusters Score -71211.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -71342.828125 Penalty: 3132.417725 Iteration 8Q: 3 clusters Score -71342.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -71414.085938 Penalty: 3132.417725 Iteration 9Q: 3 clusters Score -71414.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -71463.953125 Penalty: 3132.417725 Iteration 10Q: 3 clusters Score -71463.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -71491.078125 Penalty: 3132.417725 Iteration 11Q: 3 clusters Score -71491.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -71496.445312 Penalty: 3132.417725 Iteration 12Q: 3 clusters Score -71496.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -71498.609375 Penalty: 3132.417725 Iteration 13F: 3 clusters Score -71498.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -71500.601562 Penalty: 3132.417725 Iteration 14Q: 3 clusters Score -71500.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -71500.601562 Penalty: 3132.417725 Iteration 15F: 3 clusters Score -71500.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29349 members Mstep: Class 4 contains 47993 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31154 members Mstep: Class 10 contains 10842 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45160 members Mstep: Class 16 contains 191 members Mstep: Class 17 contains 3923 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3920 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38659 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 362 members Entering Unmasked Estep Score: -37739996.000000 Penalty: 76699.429688 Splitting cluster 16 changes total score from -37741152.000000 to -37739996.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (3923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Entering Unmasked Estep Score: -645655.437500 Penalty: 2052.103760 Iteration 0F: 2 clusters Score -645655.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -641865.562500 Penalty: 4104.207520 Iteration 0F: 3 clusters Score -641865.6 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -642718.562500 Penalty: 4104.207520 Iteration 1F: 3 clusters Score -642718.6 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -642903.062500 Penalty: 4104.207520 Iteration 2F: 3 clusters Score -642903.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -643034.937500 Penalty: 4104.207520 Iteration 3Q: 3 clusters Score -643034.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -643150.625000 Penalty: 4104.207520 Iteration 4Q: 3 clusters Score -643150.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -643246.812500 Penalty: 4104.207520 Iteration 5Q: 3 clusters Score -643246.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -643337.812500 Penalty: 4104.207520 Iteration 6Q: 3 clusters Score -643337.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -643431.437500 Penalty: 4104.207520 Iteration 7Q: 3 clusters Score -643431.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -643538.125000 Penalty: 4104.207520 Iteration 8Q: 3 clusters Score -643538.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -643642.812500 Penalty: 4104.207520 Iteration 9Q: 3 clusters Score -643642.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -643747.250000 Penalty: 4104.207520 Iteration 10Q: 3 clusters Score -643747.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -643832.750000 Penalty: 4104.207520 Iteration 11Q: 3 clusters Score -643832.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -643907.937500 Penalty: 4104.207520 Iteration 12Q: 3 clusters Score -643907.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -643952.000000 Penalty: 4104.207520 Iteration 13Q: 3 clusters Score -643952 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -643992.750000 Penalty: 4104.207520 Iteration 14Q: 3 clusters Score -643992.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -644028.000000 Penalty: 4104.207520 Iteration 15Q: 3 clusters Score -644028 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -644062.062500 Penalty: 4104.207520 Iteration 16Q: 3 clusters Score -644062.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -644089.750000 Penalty: 4104.207520 Iteration 17Q: 3 clusters Score -644089.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -644114.125000 Penalty: 4104.207520 Iteration 18Q: 3 clusters Score -644114.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -644130.562500 Penalty: 4104.207520 Iteration 19Q: 3 clusters Score -644130.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -644145.187500 Penalty: 4104.207520 Iteration 20F: 3 clusters Score -644145.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -644154.375000 Penalty: 4104.207520 Iteration 21Q: 3 clusters Score -644154.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -644162.937500 Penalty: 4104.207520 Iteration 22Q: 3 clusters Score -644162.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -644171.750000 Penalty: 4104.207520 Iteration 23Q: 3 clusters Score -644171.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -644175.375000 Penalty: 4104.207520 Iteration 24Q: 3 clusters Score -644175.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -644178.750000 Penalty: 4104.207520 Iteration 25Q: 3 clusters Score -644178.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -644180.875000 Penalty: 4104.207520 Iteration 26Q: 3 clusters Score -644180.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -644186.062500 Penalty: 4104.207520 Iteration 27Q: 3 clusters Score -644186.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -644193.500000 Penalty: 4104.207520 Iteration 28Q: 3 clusters Score -644193.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -644198.375000 Penalty: 4104.207520 Iteration 29Q: 3 clusters Score -644198.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -644200.625000 Penalty: 4104.207520 Iteration 30Q: 3 clusters Score -644200.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -644202.687500 Penalty: 4104.207520 Iteration 31Q: 3 clusters Score -644202.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -644203.875000 Penalty: 4104.207520 Iteration 32Q: 3 clusters Score -644203.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -644203.875000 Penalty: 4104.207520 Iteration 33F: 3 clusters Score -644203.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Entering Unmasked Estep Score: -955093.500000 Penalty: 2160.111084 Iteration 0F: 2 clusters Score -955093.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -949965.875000 Penalty: 4320.222168 Iteration 0F: 3 clusters Score -949965.9 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -951344.625000 Penalty: 4320.222168 Iteration 1F: 3 clusters Score -951344.6 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -951604.500000 Penalty: 4320.222168 Iteration 2F: 3 clusters Score -951604.5 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -951759.250000 Penalty: 4320.222168 Iteration 3F: 3 clusters Score -951759.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -951872.437500 Penalty: 4320.222168 Iteration 4Q: 3 clusters Score -951872.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -951954.437500 Penalty: 4320.222168 Iteration 5Q: 3 clusters Score -951954.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -952047.437500 Penalty: 4320.222168 Iteration 6Q: 3 clusters Score -952047.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -952129.375000 Penalty: 4320.222168 Iteration 7Q: 3 clusters Score -952129.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -952212.750000 Penalty: 4320.222168 Iteration 8Q: 3 clusters Score -952212.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -952298.500000 Penalty: 4320.222168 Iteration 9Q: 3 clusters Score -952298.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -952398.437500 Penalty: 4320.222168 Iteration 10Q: 3 clusters Score -952398.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -952510.250000 Penalty: 4320.222168 Iteration 11Q: 3 clusters Score -952510.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -952631.937500 Penalty: 4320.222168 Iteration 12Q: 3 clusters Score -952631.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -952782.750000 Penalty: 4320.222168 Iteration 13Q: 3 clusters Score -952782.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -952938.062500 Penalty: 4320.222168 Iteration 14Q: 3 clusters Score -952938.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -953085.125000 Penalty: 4320.222168 Iteration 15Q: 3 clusters Score -953085.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -953230.937500 Penalty: 4320.222168 Iteration 16Q: 3 clusters Score -953230.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -953343.187500 Penalty: 4320.222168 Iteration 17Q: 3 clusters Score -953343.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -953435.312500 Penalty: 4320.222168 Iteration 18Q: 3 clusters Score -953435.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -953517.562500 Penalty: 4320.222168 Iteration 19Q: 3 clusters Score -953517.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -953591.812500 Penalty: 4320.222168 Iteration 20F: 3 clusters Score -953591.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -953660.250000 Penalty: 4320.222168 Iteration 21Q: 3 clusters Score -953660.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -953755.000000 Penalty: 4320.222168 Iteration 22Q: 3 clusters Score -953755 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -953854.687500 Penalty: 4320.222168 Iteration 23Q: 3 clusters Score -953854.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -953907.000000 Penalty: 4320.222168 Iteration 24Q: 3 clusters Score -953907 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -953952.437500 Penalty: 4320.222168 Iteration 25Q: 3 clusters Score -953952.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -953996.812500 Penalty: 4320.222168 Iteration 26Q: 3 clusters Score -953996.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -954034.375000 Penalty: 4320.222168 Iteration 27Q: 3 clusters Score -954034.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -954082.937500 Penalty: 4320.222168 Iteration 28Q: 3 clusters Score -954082.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -954133.375000 Penalty: 4320.222168 Iteration 29Q: 3 clusters Score -954133.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -954175.562500 Penalty: 4320.222168 Iteration 30Q: 3 clusters Score -954175.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -954209.000000 Penalty: 4320.222168 Iteration 31Q: 3 clusters Score -954209 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -954237.375000 Penalty: 4320.222168 Iteration 32Q: 3 clusters Score -954237.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -954258.500000 Penalty: 4320.222168 Iteration 33Q: 3 clusters Score -954258.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -954277.500000 Penalty: 4320.222168 Iteration 34Q: 3 clusters Score -954277.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -954293.625000 Penalty: 4320.222168 Iteration 35Q: 3 clusters Score -954293.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -954303.437500 Penalty: 4320.222168 Iteration 36Q: 3 clusters Score -954303.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -954310.625000 Penalty: 4320.222168 Iteration 37Q: 3 clusters Score -954310.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -954317.062500 Penalty: 4320.222168 Iteration 38Q: 3 clusters Score -954317.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -954327.812500 Penalty: 4320.222168 Iteration 39Q: 3 clusters Score -954327.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -954331.875000 Penalty: 4320.222168 Iteration 40F: 3 clusters Score -954331.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -954336.062500 Penalty: 4320.222168 Iteration 41Q: 3 clusters Score -954336.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -954347.375000 Penalty: 4320.222168 Iteration 42Q: 3 clusters Score -954347.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -954355.562500 Penalty: 4320.222168 Iteration 43Q: 3 clusters Score -954355.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -954365.937500 Penalty: 4320.222168 Iteration 44Q: 3 clusters Score -954365.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -954373.812500 Penalty: 4320.222168 Iteration 45Q: 3 clusters Score -954373.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -954379.375000 Penalty: 4320.222168 Iteration 46Q: 3 clusters Score -954379.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -954379.750000 Penalty: 4320.222168 Iteration 47Q: 3 clusters Score -954379.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -954388.125000 Penalty: 4320.222168 Iteration 48Q: 3 clusters Score -954388.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -954391.437500 Penalty: 4320.222168 Iteration 49Q: 3 clusters Score -954391.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -954397.000000 Penalty: 4320.222168 Iteration 50Q: 3 clusters Score -954397 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -954396.750000 Penalty: 4320.222168 Iteration 51Q: 3 clusters Score -954396.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -954400.312500 Penalty: 4320.222168 Iteration 52Q: 3 clusters Score -954400.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -954400.250000 Penalty: 4320.222168 Iteration 53Q: 3 clusters Score -954400.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -954404.062500 Penalty: 4320.222168 Iteration 54Q: 3 clusters Score -954404.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -954403.812500 Penalty: 4320.222168 Iteration 55Q: 3 clusters Score -954403.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -954404.125000 Penalty: 4320.222168 Iteration 56Q: 3 clusters Score -954404.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -954405.562500 Penalty: 4320.222168 Iteration 57Q: 3 clusters Score -954405.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -954408.812500 Penalty: 4320.222168 Iteration 58Q: 3 clusters Score -954408.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -954410.000000 Penalty: 4320.222168 Iteration 59Q: 3 clusters Score -954410 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -954408.562500 Penalty: 4320.222168 Iteration 60F: 3 clusters Score -954408.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -954408.562500 Penalty: 4320.222168 Iteration 61Q: 3 clusters Score -954408.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -954408.562500 Penalty: 4320.222168 Iteration 62F: 3 clusters Score -954408.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Entering Unmasked Estep Score: -649171.937500 Penalty: 2051.914062 Iteration 0F: 2 clusters Score -649171.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -645306.937500 Penalty: 4103.828125 Iteration 0F: 3 clusters Score -645306.9 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -646193.187500 Penalty: 4103.828125 Iteration 1F: 3 clusters Score -646193.2 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -646353.875000 Penalty: 4103.828125 Iteration 2F: 3 clusters Score -646353.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -646466.062500 Penalty: 4103.828125 Iteration 3Q: 3 clusters Score -646466.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -646548.375000 Penalty: 4103.828125 Iteration 4Q: 3 clusters Score -646548.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -646608.187500 Penalty: 4103.828125 Iteration 5Q: 3 clusters Score -646608.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -646657.125000 Penalty: 4103.828125 Iteration 6Q: 3 clusters Score -646657.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -646703.500000 Penalty: 4103.828125 Iteration 7Q: 3 clusters Score -646703.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -646738.375000 Penalty: 4103.828125 Iteration 8Q: 3 clusters Score -646738.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -646766.187500 Penalty: 4103.828125 Iteration 9Q: 3 clusters Score -646766.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -646794.875000 Penalty: 4103.828125 Iteration 10Q: 3 clusters Score -646794.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -646826.375000 Penalty: 4103.828125 Iteration 11Q: 3 clusters Score -646826.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -646858.312500 Penalty: 4103.828125 Iteration 12Q: 3 clusters Score -646858.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -646897.312500 Penalty: 4103.828125 Iteration 13Q: 3 clusters Score -646897.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -646932.625000 Penalty: 4103.828125 Iteration 14Q: 3 clusters Score -646932.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -646966.875000 Penalty: 4103.828125 Iteration 15Q: 3 clusters Score -646966.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -646996.375000 Penalty: 4103.828125 Iteration 16Q: 3 clusters Score -646996.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -647030.062500 Penalty: 4103.828125 Iteration 17Q: 3 clusters Score -647030.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -647067.250000 Penalty: 4103.828125 Iteration 18Q: 3 clusters Score -647067.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -647101.250000 Penalty: 4103.828125 Iteration 19Q: 3 clusters Score -647101.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -647140.437500 Penalty: 4103.828125 Iteration 20F: 3 clusters Score -647140.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -647181.375000 Penalty: 4103.828125 Iteration 21Q: 3 clusters Score -647181.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -647223.812500 Penalty: 4103.828125 Iteration 22Q: 3 clusters Score -647223.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -647271.312500 Penalty: 4103.828125 Iteration 23Q: 3 clusters Score -647271.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -647309.187500 Penalty: 4103.828125 Iteration 24Q: 3 clusters Score -647309.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -647334.812500 Penalty: 4103.828125 Iteration 25Q: 3 clusters Score -647334.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -647357.437500 Penalty: 4103.828125 Iteration 26Q: 3 clusters Score -647357.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -647380.250000 Penalty: 4103.828125 Iteration 27Q: 3 clusters Score -647380.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -647398.562500 Penalty: 4103.828125 Iteration 28Q: 3 clusters Score -647398.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -647416.187500 Penalty: 4103.828125 Iteration 29Q: 3 clusters Score -647416.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -647430.125000 Penalty: 4103.828125 Iteration 30Q: 3 clusters Score -647430.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -647453.187500 Penalty: 4103.828125 Iteration 31Q: 3 clusters Score -647453.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -647475.125000 Penalty: 4103.828125 Iteration 32Q: 3 clusters Score -647475.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -647498.312500 Penalty: 4103.828125 Iteration 33Q: 3 clusters Score -647498.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -647506.937500 Penalty: 4103.828125 Iteration 34Q: 3 clusters Score -647506.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -647514.687500 Penalty: 4103.828125 Iteration 35Q: 3 clusters Score -647514.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -647521.937500 Penalty: 4103.828125 Iteration 36Q: 3 clusters Score -647521.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -647532.312500 Penalty: 4103.828125 Iteration 37Q: 3 clusters Score -647532.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -647545.562500 Penalty: 4103.828125 Iteration 38Q: 3 clusters Score -647545.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -647552.437500 Penalty: 4103.828125 Iteration 39Q: 3 clusters Score -647552.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -647559.125000 Penalty: 4103.828125 Iteration 40F: 3 clusters Score -647559.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -647563.187500 Penalty: 4103.828125 Iteration 41Q: 3 clusters Score -647563.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -647566.125000 Penalty: 4103.828125 Iteration 42Q: 3 clusters Score -647566.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -647572.125000 Penalty: 4103.828125 Iteration 43Q: 3 clusters Score -647572.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -647574.937500 Penalty: 4103.828125 Iteration 44Q: 3 clusters Score -647574.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -647579.312500 Penalty: 4103.828125 Iteration 45Q: 3 clusters Score -647579.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -647581.312500 Penalty: 4103.828125 Iteration 46Q: 3 clusters Score -647581.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -647584.812500 Penalty: 4103.828125 Iteration 47Q: 3 clusters Score -647584.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -647587.750000 Penalty: 4103.828125 Iteration 48Q: 3 clusters Score -647587.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -647591.687500 Penalty: 4103.828125 Iteration 49Q: 3 clusters Score -647591.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -647594.937500 Penalty: 4103.828125 Iteration 50Q: 3 clusters Score -647594.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -647594.937500 Penalty: 4103.828125 Iteration 51F: 3 clusters Score -647594.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -49271.558594 Penalty: 1470.538086 Iteration 0F: 2 clusters Score -49271.56 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 197 members Entering Unmasked Estep Score: -48023.683594 Penalty: 2941.076172 Iteration 0F: 3 clusters Score -48023.68 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -48337.148438 Penalty: 2941.076172 Iteration 1F: 3 clusters Score -48337.15 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -48531.496094 Penalty: 2941.076172 Iteration 2F: 3 clusters Score -48531.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -48679.554688 Penalty: 2941.076172 Iteration 3Q: 3 clusters Score -48679.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -48828.312500 Penalty: 2941.076172 Iteration 4Q: 3 clusters Score -48828.31 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -48940.359375 Penalty: 2941.076172 Iteration 5Q: 3 clusters Score -48940.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -48980.898438 Penalty: 2941.076172 Iteration 6Q: 3 clusters Score -48980.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -49016.097656 Penalty: 2941.076172 Iteration 7Q: 3 clusters Score -49016.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -49043.171875 Penalty: 2941.076172 Iteration 8Q: 3 clusters Score -49043.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -49072.199219 Penalty: 2941.076172 Iteration 9Q: 3 clusters Score -49072.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -49096.664062 Penalty: 2941.076172 Iteration 10Q: 3 clusters Score -49096.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -49100.046875 Penalty: 2941.076172 Iteration 11Q: 3 clusters Score -49100.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -49111.316406 Penalty: 2941.076172 Iteration 12Q: 3 clusters Score -49111.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -49111.316406 Penalty: 2941.076172 Iteration 13F: 3 clusters Score -49111.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Entering Unmasked Estep Score: -37564.585938 Penalty: 1422.669922 Iteration 0F: 2 clusters Score -37564.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -36405.285156 Penalty: 2845.339844 Iteration 0F: 3 clusters Score -36405.29 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -36545.656250 Penalty: 2845.339844 Iteration 1F: 3 clusters Score -36545.66 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -36619.832031 Penalty: 2845.339844 Iteration 2F: 3 clusters Score -36619.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -36661.636719 Penalty: 2845.339844 Iteration 3Q: 3 clusters Score -36661.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -36690.968750 Penalty: 2845.339844 Iteration 4Q: 3 clusters Score -36690.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -36708.648438 Penalty: 2845.339844 Iteration 5Q: 3 clusters Score -36708.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -36714.531250 Penalty: 2845.339844 Iteration 6Q: 3 clusters Score -36714.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -36714.531250 Penalty: 2845.339844 Iteration 7F: 3 clusters Score -36714.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (38659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38659 members Entering Unmasked Estep Score: -6461303.500000 Penalty: 2619.508789 Iteration 0F: 2 clusters Score -6461304 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19320 members Mstep: Class 2 contains 19339 members Entering Unmasked Estep Score: -6437537.500000 Penalty: 5239.017578 Iteration 0F: 3 clusters Score -6437538 nChanged 17678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19492 members Mstep: Class 2 contains 19167 members Entering Unmasked Estep Score: -6446918.500000 Penalty: 5239.017578 Iteration 1F: 3 clusters Score -6446918 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19542 members Mstep: Class 2 contains 19117 members Entering Unmasked Estep Score: -6447350.000000 Penalty: 5239.017578 Iteration 2Q: 3 clusters Score -6447350 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19603 members Mstep: Class 2 contains 19056 members Entering Unmasked Estep Score: -6447642.000000 Penalty: 5239.017578 Iteration 3Q: 3 clusters Score -6447642 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19709 members Mstep: Class 2 contains 18950 members Entering Unmasked Estep Score: -6447920.000000 Penalty: 5239.017578 Iteration 4Q: 3 clusters Score -6447920 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19802 members Mstep: Class 2 contains 18857 members Entering Unmasked Estep Score: -6448184.500000 Penalty: 5239.017578 Iteration 5Q: 3 clusters Score -6448184 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19922 members Mstep: Class 2 contains 18737 members Entering Unmasked Estep Score: -6448410.000000 Penalty: 5239.017578 Iteration 6Q: 3 clusters Score -6448410 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20116 members Mstep: Class 2 contains 18543 members Entering Unmasked Estep Score: -6448677.500000 Penalty: 5239.017578 Iteration 7Q: 3 clusters Score -6448678 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20368 members Mstep: Class 2 contains 18291 members Entering Unmasked Estep Score: -6448937.000000 Penalty: 5239.017578 Iteration 8Q: 3 clusters Score -6448937 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20717 members Mstep: Class 2 contains 17942 members Entering Unmasked Estep Score: -6449296.000000 Penalty: 5239.017578 Iteration 9Q: 3 clusters Score -6449296 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21142 members Mstep: Class 2 contains 17517 members Entering Unmasked Estep Score: -6449687.000000 Penalty: 5239.017578 Iteration 10Q: 3 clusters Score -6449687 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21817 members Mstep: Class 2 contains 16842 members Entering Unmasked Estep Score: -6450280.500000 Penalty: 5239.017578 Iteration 11Q: 3 clusters Score -6450280 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22703 members Mstep: Class 2 contains 15956 members Entering Unmasked Estep Score: -6451155.000000 Penalty: 5239.017578 Iteration 12Q: 3 clusters Score -6451155 nChanged 1868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23687 members Mstep: Class 2 contains 14972 members Entering Unmasked Estep Score: -6452323.000000 Penalty: 5239.017578 Iteration 13Q: 3 clusters Score -6452323 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24750 members Mstep: Class 2 contains 13909 members Entering Unmasked Estep Score: -6453673.500000 Penalty: 5239.017578 Iteration 14F: 3 clusters Score -6453674 nChanged 1978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25750 members Mstep: Class 2 contains 12909 members Entering Unmasked Estep Score: -6454952.500000 Penalty: 5239.017578 Iteration 15F: 3 clusters Score -6454952 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26524 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -6455850.500000 Penalty: 5239.017578 Iteration 16Q: 3 clusters Score -6455850 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27091 members Mstep: Class 2 contains 11568 members Entering Unmasked Estep Score: -6456402.500000 Penalty: 5239.017578 Iteration 17Q: 3 clusters Score -6456402 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27588 members Mstep: Class 2 contains 11071 members Entering Unmasked Estep Score: -6456646.500000 Penalty: 5239.017578 Iteration 18Q: 3 clusters Score -6456646 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27984 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -6456781.000000 Penalty: 5239.017578 Iteration 19Q: 3 clusters Score -6456781 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28343 members Mstep: Class 2 contains 10316 members Entering Unmasked Estep Score: -6456873.500000 Penalty: 5239.017578 Iteration 20F: 3 clusters Score -6456874 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28626 members Mstep: Class 2 contains 10033 members Entering Unmasked Estep Score: -6456916.500000 Penalty: 5239.017578 Iteration 21Q: 3 clusters Score -6456916 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28866 members Mstep: Class 2 contains 9793 members Entering Unmasked Estep Score: -6456952.500000 Penalty: 5239.017578 Iteration 22Q: 3 clusters Score -6456952 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29096 members Mstep: Class 2 contains 9563 members Entering Unmasked Estep Score: -6456991.500000 Penalty: 5239.017578 Iteration 23Q: 3 clusters Score -6456992 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29295 members Mstep: Class 2 contains 9364 members Entering Unmasked Estep Score: -6457016.500000 Penalty: 5239.017578 Iteration 24Q: 3 clusters Score -6457016 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29487 members Mstep: Class 2 contains 9172 members Entering Unmasked Estep Score: -6457063.000000 Penalty: 5239.017578 Iteration 25Q: 3 clusters Score -6457063 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29666 members Mstep: Class 2 contains 8993 members Entering Unmasked Estep Score: -6457076.500000 Penalty: 5239.017578 Iteration 26Q: 3 clusters Score -6457076 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29819 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -6457079.500000 Penalty: 5239.017578 Iteration 27Q: 3 clusters Score -6457080 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29982 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -6457107.000000 Penalty: 5239.017578 Iteration 28Q: 3 clusters Score -6457107 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30137 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -6457122.500000 Penalty: 5239.017578 Iteration 29Q: 3 clusters Score -6457122 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30279 members Mstep: Class 2 contains 8380 members Entering Unmasked Estep Score: -6457148.500000 Penalty: 5239.017578 Iteration 30Q: 3 clusters Score -6457148 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30420 members Mstep: Class 2 contains 8239 members Entering Unmasked Estep Score: -6457135.000000 Penalty: 5239.017578 Iteration 31Q: 3 clusters Score -6457135 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30545 members Mstep: Class 2 contains 8114 members Entering Unmasked Estep Score: -6457125.500000 Penalty: 5239.017578 Iteration 32Q: 3 clusters Score -6457126 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30643 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -6457142.000000 Penalty: 5239.017578 Iteration 33Q: 3 clusters Score -6457142 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30751 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -6457161.500000 Penalty: 5239.017578 Iteration 34Q: 3 clusters Score -6457162 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30852 members Mstep: Class 2 contains 7807 members Entering Unmasked Estep Score: -6457187.000000 Penalty: 5239.017578 Iteration 35Q: 3 clusters Score -6457187 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30948 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -6457194.500000 Penalty: 5239.017578 Iteration 36Q: 3 clusters Score -6457194 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31063 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -6457214.000000 Penalty: 5239.017578 Iteration 37Q: 3 clusters Score -6457214 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31169 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -6457233.500000 Penalty: 5239.017578 Iteration 38Q: 3 clusters Score -6457234 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31260 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -6457243.000000 Penalty: 5239.017578 Iteration 39Q: 3 clusters Score -6457243 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31354 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -6457225.500000 Penalty: 5239.017578 Iteration 40F: 3 clusters Score -6457226 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31442 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -6457233.500000 Penalty: 5239.017578 Iteration 41Q: 3 clusters Score -6457234 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31505 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -6457227.500000 Penalty: 5239.017578 Iteration 42Q: 3 clusters Score -6457228 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31565 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -6457218.000000 Penalty: 5239.017578 Iteration 43Q: 3 clusters Score -6457218 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31624 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -6457214.500000 Penalty: 5239.017578 Iteration 44Q: 3 clusters Score -6457214 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31674 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -6457206.500000 Penalty: 5239.017578 Iteration 45Q: 3 clusters Score -6457206 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31715 members Mstep: Class 2 contains 6944 members Entering Unmasked Estep Score: -6457217.000000 Penalty: 5239.017578 Iteration 46Q: 3 clusters Score -6457217 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31764 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -6457212.000000 Penalty: 5239.017578 Iteration 47Q: 3 clusters Score -6457212 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31805 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -6457226.000000 Penalty: 5239.017578 Iteration 48Q: 3 clusters Score -6457226 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31840 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -6457225.000000 Penalty: 5239.017578 Iteration 49Q: 3 clusters Score -6457225 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31875 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -6457219.500000 Penalty: 5239.017578 Iteration 50Q: 3 clusters Score -6457220 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31899 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -6457211.500000 Penalty: 5239.017578 Iteration 51Q: 3 clusters Score -6457212 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31921 members Mstep: Class 2 contains 6738 members Entering Unmasked Estep Score: -6457208.500000 Penalty: 5239.017578 Iteration 52Q: 3 clusters Score -6457208 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31944 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -6457206.000000 Penalty: 5239.017578 Iteration 53Q: 3 clusters Score -6457206 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31980 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -6457211.500000 Penalty: 5239.017578 Iteration 54Q: 3 clusters Score -6457212 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32009 members Mstep: Class 2 contains 6650 members Entering Unmasked Estep Score: -6457217.500000 Penalty: 5239.017578 Iteration 55Q: 3 clusters Score -6457218 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32056 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -6457218.500000 Penalty: 5239.017578 Iteration 56Q: 3 clusters Score -6457218 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32109 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -6457245.000000 Penalty: 5239.017578 Iteration 57Q: 3 clusters Score -6457245 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32172 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -6457269.000000 Penalty: 5239.017578 Iteration 58Q: 3 clusters Score -6457269 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32240 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -6457252.500000 Penalty: 5239.017578 Iteration 59Q: 3 clusters Score -6457252 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32306 members Mstep: Class 2 contains 6353 members Entering Unmasked Estep Score: -6457252.500000 Penalty: 5239.017578 Iteration 60F: 3 clusters Score -6457252 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32371 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -6457262.000000 Penalty: 5239.017578 Iteration 61Q: 3 clusters Score -6457262 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32408 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -6457249.000000 Penalty: 5239.017578 Iteration 62Q: 3 clusters Score -6457249 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32446 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -6457242.000000 Penalty: 5239.017578 Iteration 63Q: 3 clusters Score -6457242 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32475 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -6457240.000000 Penalty: 5239.017578 Iteration 64Q: 3 clusters Score -6457240 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32510 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -6457241.500000 Penalty: 5239.017578 Iteration 65Q: 3 clusters Score -6457242 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32538 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -6457248.000000 Penalty: 5239.017578 Iteration 66Q: 3 clusters Score -6457248 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32573 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -6457256.500000 Penalty: 5239.017578 Iteration 67Q: 3 clusters Score -6457256 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32611 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -6457278.500000 Penalty: 5239.017578 Iteration 68Q: 3 clusters Score -6457278 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32661 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -6457298.500000 Penalty: 5239.017578 Iteration 69Q: 3 clusters Score -6457298 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32700 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -6457292.000000 Penalty: 5239.017578 Iteration 70Q: 3 clusters Score -6457292 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32739 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -6457271.000000 Penalty: 5239.017578 Iteration 71Q: 3 clusters Score -6457271 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32771 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -6457283.000000 Penalty: 5239.017578 Iteration 72Q: 3 clusters Score -6457283 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32812 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -6457283.000000 Penalty: 5239.017578 Iteration 73Q: 3 clusters Score -6457283 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32840 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -6457286.000000 Penalty: 5239.017578 Iteration 74Q: 3 clusters Score -6457286 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32870 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -6457295.500000 Penalty: 5239.017578 Iteration 75Q: 3 clusters Score -6457296 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32898 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -6457286.000000 Penalty: 5239.017578 Iteration 76Q: 3 clusters Score -6457286 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32927 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -6457297.000000 Penalty: 5239.017578 Iteration 77Q: 3 clusters Score -6457297 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32945 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -6457289.500000 Penalty: 5239.017578 Iteration 78Q: 3 clusters Score -6457290 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32956 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -6457296.500000 Penalty: 5239.017578 Iteration 79Q: 3 clusters Score -6457296 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32963 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -6457299.500000 Penalty: 5239.017578 Iteration 80F: 3 clusters Score -6457300 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32967 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -6457302.500000 Penalty: 5239.017578 Iteration 81Q: 3 clusters Score -6457302 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32970 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -6457307.000000 Penalty: 5239.017578 Iteration 82Q: 3 clusters Score -6457307 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32969 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -6457313.500000 Penalty: 5239.017578 Iteration 83Q: 3 clusters Score -6457314 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32968 members Mstep: Class 2 contains 5691 members Entering Unmasked Estep Score: -6457314.000000 Penalty: 5239.017578 Iteration 84Q: 3 clusters Score -6457314 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32973 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -6457311.000000 Penalty: 5239.017578 Iteration 85Q: 3 clusters Score -6457311 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32978 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -6457325.500000 Penalty: 5239.017578 Iteration 86Q: 3 clusters Score -6457326 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32985 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -6457319.500000 Penalty: 5239.017578 Iteration 87Q: 3 clusters Score -6457320 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32996 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -6457317.500000 Penalty: 5239.017578 Iteration 88Q: 3 clusters Score -6457318 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33006 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -6457318.500000 Penalty: 5239.017578 Iteration 89Q: 3 clusters Score -6457318 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33014 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -6457328.000000 Penalty: 5239.017578 Iteration 90Q: 3 clusters Score -6457328 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33020 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -6457332.000000 Penalty: 5239.017578 Iteration 91Q: 3 clusters Score -6457332 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33025 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -6457324.500000 Penalty: 5239.017578 Iteration 92Q: 3 clusters Score -6457324 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33028 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -6457328.000000 Penalty: 5239.017578 Iteration 93Q: 3 clusters Score -6457328 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33035 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -6457327.000000 Penalty: 5239.017578 Iteration 94Q: 3 clusters Score -6457327 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33040 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -6457326.500000 Penalty: 5239.017578 Iteration 95Q: 3 clusters Score -6457326 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33048 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -6457338.500000 Penalty: 5239.017578 Iteration 96Q: 3 clusters Score -6457338 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33058 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -6457339.000000 Penalty: 5239.017578 Iteration 97Q: 3 clusters Score -6457339 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33063 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -6457341.000000 Penalty: 5239.017578 Iteration 98Q: 3 clusters Score -6457341 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33071 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -6457341.000000 Penalty: 5239.017578 Iteration 99Q: 3 clusters Score -6457341 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33072 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -6457333.000000 Penalty: 5239.017578 Iteration 100F: 3 clusters Score -6457333 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33075 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -6457334.500000 Penalty: 5239.017578 Iteration 101Q: 3 clusters Score -6457334 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33076 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -6457339.000000 Penalty: 5239.017578 Iteration 102Q: 3 clusters Score -6457339 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33080 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -6457339.000000 Penalty: 5239.017578 Iteration 103Q: 3 clusters Score -6457339 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33080 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -6457339.000000 Penalty: 5239.017578 Iteration 104F: 3 clusters Score -6457339 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -25007.843750 Penalty: 1331.918213 Iteration 0F: 2 clusters Score -25007.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -23979.986328 Penalty: 2663.836426 Iteration 0F: 3 clusters Score -23979.99 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -24130.218750 Penalty: 2663.836426 Iteration 1F: 3 clusters Score -24130.22 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -24250.404297 Penalty: 2663.836426 Iteration 2F: 3 clusters Score -24250.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -24376.843750 Penalty: 2663.836426 Iteration 3F: 3 clusters Score -24376.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -24438.033203 Penalty: 2663.836426 Iteration 4Q: 3 clusters Score -24438.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -24453.355469 Penalty: 2663.836426 Iteration 5Q: 3 clusters Score -24453.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -24470.005859 Penalty: 2663.836426 Iteration 6Q: 3 clusters Score -24470.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -24481.826172 Penalty: 2663.836426 Iteration 7Q: 3 clusters Score -24481.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -24481.826172 Penalty: 2663.836426 Iteration 8F: 3 clusters Score -24481.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Entering Unmasked Estep Score: -301663.500000 Penalty: 1884.278687 Iteration 0F: 2 clusters Score -301663.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -299033.781250 Penalty: 3768.557373 Iteration 0F: 3 clusters Score -299033.8 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -299709.468750 Penalty: 3768.557373 Iteration 1F: 3 clusters Score -299709.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -300038.781250 Penalty: 3768.557373 Iteration 2F: 3 clusters Score -300038.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -300354.406250 Penalty: 3768.557373 Iteration 3F: 3 clusters Score -300354.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -300603.968750 Penalty: 3768.557373 Iteration 4F: 3 clusters Score -300604 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -300852.187500 Penalty: 3768.557373 Iteration 5F: 3 clusters Score -300852.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -301119.281250 Penalty: 3768.557373 Iteration 6F: 3 clusters Score -301119.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -301300.468750 Penalty: 3768.557373 Iteration 7Q: 3 clusters Score -301300.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -301388.156250 Penalty: 3768.557373 Iteration 8Q: 3 clusters Score -301388.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -301415.031250 Penalty: 3768.557373 Iteration 9Q: 3 clusters Score -301415 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -301425.031250 Penalty: 3768.557373 Iteration 10Q: 3 clusters Score -301425 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -301427.468750 Penalty: 3768.557373 Iteration 11Q: 3 clusters Score -301427.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -301431.093750 Penalty: 3768.557373 Iteration 12Q: 3 clusters Score -301431.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -301440.875000 Penalty: 3768.557373 Iteration 13Q: 3 clusters Score -301440.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -301445.343750 Penalty: 3768.557373 Iteration 14Q: 3 clusters Score -301445.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -301447.531250 Penalty: 3768.557373 Iteration 15Q: 3 clusters Score -301447.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -301449.218750 Penalty: 3768.557373 Iteration 16Q: 3 clusters Score -301449.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -301449.843750 Penalty: 3768.557373 Iteration 17Q: 3 clusters Score -301449.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -301449.843750 Penalty: 3768.557373 Iteration 18F: 3 clusters Score -301449.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29349 members Mstep: Class 4 contains 47993 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31154 members Mstep: Class 10 contains 10842 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45160 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3923 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3920 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38659 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741168.000000 Penalty: 73631.453125 Iteration 159Q: 25 clusters Score -3.774117e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29344 members Mstep: Class 4 contains 47954 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31143 members Mstep: Class 10 contains 10830 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45243 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3922 members Mstep: Class 18 contains 6065 members Mstep: Class 19 contains 3918 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38636 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -37741312.000000 Penalty: 73631.453125 Iteration 160F: 25 clusters Score -3.774131e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 276 members Mstep: Class 3 contains 29344 members Mstep: Class 4 contains 47921 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31130 members Mstep: Class 10 contains 10814 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45320 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3921 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3916 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 312 members Mstep: Class 22 contains 38618 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1993 members Entering Unmasked Estep ConsiderDeletion Score: -37741516.000000 Penalty: 73631.453125 Iteration 161Q: 25 clusters Score -3.774152e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 273 members Mstep: Class 3 contains 29341 members Mstep: Class 4 contains 47880 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31116 members Mstep: Class 10 contains 10801 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 762 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45383 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3921 members Mstep: Class 18 contains 6065 members Mstep: Class 19 contains 3916 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 315 members Mstep: Class 22 contains 38613 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1992 members Entering Unmasked Estep ConsiderDeletion Score: -37741612.000000 Penalty: 73631.453125 Iteration 162Q: 25 clusters Score -3.774161e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29341 members Mstep: Class 4 contains 47835 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31101 members Mstep: Class 10 contains 10787 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 764 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45447 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3921 members Mstep: Class 18 contains 6063 members Mstep: Class 19 contains 3914 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 315 members Mstep: Class 22 contains 38613 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741648.000000 Penalty: 73631.453125 Iteration 163Q: 25 clusters Score -3.774165e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29342 members Mstep: Class 4 contains 47781 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31085 members Mstep: Class 10 contains 10784 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45515 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3921 members Mstep: Class 18 contains 6061 members Mstep: Class 19 contains 3913 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 313 members Mstep: Class 22 contains 38610 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1989 members Entering Unmasked Estep ConsiderDeletion Score: -37741652.000000 Penalty: 73631.453125 Iteration 164Q: 25 clusters Score -3.774165e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29341 members Mstep: Class 4 contains 47731 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31077 members Mstep: Class 10 contains 10780 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45568 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3924 members Mstep: Class 18 contains 6062 members Mstep: Class 19 contains 3912 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 38617 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37741756.000000 Penalty: 73631.453125 Iteration 165Q: 25 clusters Score -3.774176e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 272 members Mstep: Class 3 contains 29339 members Mstep: Class 4 contains 47702 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31070 members Mstep: Class 10 contains 10775 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45629 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3923 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3908 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38599 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741816.000000 Penalty: 73631.453125 Iteration 166Q: 25 clusters Score -3.774182e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29337 members Mstep: Class 4 contains 47674 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 31065 members Mstep: Class 10 contains 10772 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45694 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3922 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3903 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38571 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741820.000000 Penalty: 73631.453125 Iteration 167Q: 25 clusters Score -3.774182e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29336 members Mstep: Class 4 contains 47640 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1059 members Mstep: Class 9 contains 31063 members Mstep: Class 10 contains 10765 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4383 members Mstep: Class 15 contains 45756 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3922 members Mstep: Class 18 contains 6063 members Mstep: Class 19 contains 3902 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38549 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741824.000000 Penalty: 73631.453125 Iteration 168Q: 25 clusters Score -3.774182e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29333 members Mstep: Class 4 contains 47602 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 31055 members Mstep: Class 10 contains 10758 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4382 members Mstep: Class 15 contains 45834 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3921 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3902 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38523 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741876.000000 Penalty: 73631.453125 Iteration 169Q: 25 clusters Score -3.774188e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29331 members Mstep: Class 4 contains 47568 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 31043 members Mstep: Class 10 contains 10758 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4381 members Mstep: Class 15 contains 45894 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3919 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3900 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38509 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741836.000000 Penalty: 73631.453125 Iteration 170Q: 25 clusters Score -3.774184e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29326 members Mstep: Class 4 contains 47521 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 31035 members Mstep: Class 10 contains 10758 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4381 members Mstep: Class 15 contains 45965 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3919 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3898 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38495 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741812.000000 Penalty: 73631.453125 Iteration 171Q: 25 clusters Score -3.774181e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29328 members Mstep: Class 4 contains 47465 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 31022 members Mstep: Class 10 contains 10762 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4381 members Mstep: Class 15 contains 46033 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3920 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3896 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38480 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741864.000000 Penalty: 73631.453125 Iteration 172Q: 25 clusters Score -3.774186e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29326 members Mstep: Class 4 contains 47414 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 31015 members Mstep: Class 10 contains 10765 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4380 members Mstep: Class 15 contains 46091 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3919 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3894 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38477 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741928.000000 Penalty: 73631.453125 Iteration 173Q: 25 clusters Score -3.774193e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29324 members Mstep: Class 4 contains 47375 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 31008 members Mstep: Class 10 contains 10762 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4378 members Mstep: Class 15 contains 46145 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3919 members Mstep: Class 18 contains 6064 members Mstep: Class 19 contains 3892 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38467 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741976.000000 Penalty: 73631.453125 Iteration 174Q: 25 clusters Score -3.774198e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29325 members Mstep: Class 4 contains 47334 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 31002 members Mstep: Class 10 contains 10754 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4376 members Mstep: Class 15 contains 46186 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3919 members Mstep: Class 18 contains 6063 members Mstep: Class 19 contains 3888 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38478 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741916.000000 Penalty: 73631.453125 Iteration 175Q: 25 clusters Score -3.774192e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29323 members Mstep: Class 4 contains 47307 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30984 members Mstep: Class 10 contains 10748 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4373 members Mstep: Class 15 contains 46211 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3919 members Mstep: Class 18 contains 6063 members Mstep: Class 19 contains 3887 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38497 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741908.000000 Penalty: 73631.453125 Iteration 176Q: 25 clusters Score -3.774191e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29322 members Mstep: Class 4 contains 47272 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30962 members Mstep: Class 10 contains 10745 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4372 members Mstep: Class 15 contains 46244 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3918 members Mstep: Class 18 contains 6063 members Mstep: Class 19 contains 3886 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38517 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741892.000000 Penalty: 73631.453125 Iteration 177Q: 25 clusters Score -3.774189e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29324 members Mstep: Class 4 contains 47235 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30945 members Mstep: Class 10 contains 10744 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4371 members Mstep: Class 15 contains 46277 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3918 members Mstep: Class 18 contains 6062 members Mstep: Class 19 contains 3884 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38539 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741936.000000 Penalty: 73631.453125 Iteration 178Q: 25 clusters Score -3.774194e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29319 members Mstep: Class 4 contains 47182 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30923 members Mstep: Class 10 contains 10743 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4371 members Mstep: Class 15 contains 46330 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3918 members Mstep: Class 18 contains 6062 members Mstep: Class 19 contains 3880 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38553 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741928.000000 Penalty: 73631.453125 Iteration 179Q: 25 clusters Score -3.774193e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 29316 members Mstep: Class 4 contains 47117 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30906 members Mstep: Class 10 contains 10740 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4371 members Mstep: Class 15 contains 46383 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3919 members Mstep: Class 18 contains 6062 members Mstep: Class 19 contains 3878 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 308 members Mstep: Class 22 contains 38573 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741960.000000 Penalty: 73631.453125 Iteration 180F: 25 clusters Score -3.774196e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29312 members Mstep: Class 4 contains 47051 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30884 members Mstep: Class 10 contains 10742 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4373 members Mstep: Class 15 contains 46445 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3918 members Mstep: Class 18 contains 6062 members Mstep: Class 19 contains 3877 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38580 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741972.000000 Penalty: 73631.453125 Iteration 181Q: 25 clusters Score -3.774197e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29317 members Mstep: Class 4 contains 46993 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30862 members Mstep: Class 10 contains 10741 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4373 members Mstep: Class 15 contains 46485 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3918 members Mstep: Class 18 contains 6062 members Mstep: Class 19 contains 3876 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38594 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741996.000000 Penalty: 73631.453125 Iteration 182Q: 25 clusters Score -3.7742e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29315 members Mstep: Class 4 contains 46957 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1056 members Mstep: Class 9 contains 30848 members Mstep: Class 10 contains 10739 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4372 members Mstep: Class 15 contains 46533 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3918 members Mstep: Class 18 contains 6062 members Mstep: Class 19 contains 3873 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38592 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37742028.000000 Penalty: 73631.453125 Iteration 183Q: 25 clusters Score -3.774203e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29311 members Mstep: Class 4 contains 46903 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30826 members Mstep: Class 10 contains 10736 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4371 members Mstep: Class 15 contains 46597 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3917 members Mstep: Class 18 contains 6062 members Mstep: Class 19 contains 3871 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38594 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -37741980.000000 Penalty: 73631.453125 Iteration 184Q: 25 clusters Score -3.774198e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29308 members Mstep: Class 4 contains 46846 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30812 members Mstep: Class 10 contains 10743 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4368 members Mstep: Class 15 contains 46659 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3916 members Mstep: Class 18 contains 6061 members Mstep: Class 19 contains 3871 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38590 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37742024.000000 Penalty: 73631.453125 Iteration 185Q: 25 clusters Score -3.774202e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29302 members Mstep: Class 4 contains 46792 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30798 members Mstep: Class 10 contains 10739 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4365 members Mstep: Class 15 contains 46728 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3916 members Mstep: Class 18 contains 6062 members Mstep: Class 19 contains 3868 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38591 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37742076.000000 Penalty: 73631.453125 Iteration 186Q: 25 clusters Score -3.774208e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6185 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29294 members Mstep: Class 4 contains 46737 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30789 members Mstep: Class 10 contains 10728 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4364 members Mstep: Class 15 contains 46812 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3916 members Mstep: Class 18 contains 6063 members Mstep: Class 19 contains 3866 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38587 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37742032.000000 Penalty: 73631.453125 Iteration 187Q: 25 clusters Score -3.774203e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6185 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29296 members Mstep: Class 4 contains 46677 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30782 members Mstep: Class 10 contains 10723 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4362 members Mstep: Class 15 contains 46895 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3915 members Mstep: Class 18 contains 6061 members Mstep: Class 19 contains 3864 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38581 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37741984.000000 Penalty: 73631.453125 Iteration 188Q: 25 clusters Score -3.774198e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29297 members Mstep: Class 4 contains 46616 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 30768 members Mstep: Class 10 contains 10712 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4360 members Mstep: Class 15 contains 46978 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3915 members Mstep: Class 18 contains 6060 members Mstep: Class 19 contains 3863 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38578 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37741940.000000 Penalty: 73631.453125 Iteration 189Q: 25 clusters Score -3.774194e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29294 members Mstep: Class 4 contains 46555 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 30754 members Mstep: Class 10 contains 10700 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4360 members Mstep: Class 15 contains 47066 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3915 members Mstep: Class 18 contains 6060 members Mstep: Class 19 contains 3866 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38570 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37742024.000000 Penalty: 73631.453125 Iteration 190Q: 25 clusters Score -3.774202e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29296 members Mstep: Class 4 contains 46491 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 30748 members Mstep: Class 10 contains 10689 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4359 members Mstep: Class 15 contains 47143 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3915 members Mstep: Class 18 contains 6058 members Mstep: Class 19 contains 3866 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38579 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37742072.000000 Penalty: 73631.453125 Iteration 191Q: 25 clusters Score -3.774207e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29287 members Mstep: Class 4 contains 46435 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 30739 members Mstep: Class 10 contains 10683 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4360 members Mstep: Class 15 contains 47210 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3914 members Mstep: Class 18 contains 6058 members Mstep: Class 19 contains 3866 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38591 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37742004.000000 Penalty: 73631.453125 Iteration 192Q: 25 clusters Score -3.7742e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29282 members Mstep: Class 4 contains 46367 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 30728 members Mstep: Class 10 contains 10671 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4360 members Mstep: Class 15 contains 47301 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3914 members Mstep: Class 18 contains 6057 members Mstep: Class 19 contains 3865 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38598 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37742092.000000 Penalty: 73631.453125 Iteration 193Q: 25 clusters Score -3.774209e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29273 members Mstep: Class 4 contains 46300 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30717 members Mstep: Class 10 contains 10667 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4360 members Mstep: Class 15 contains 47387 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3914 members Mstep: Class 18 contains 6055 members Mstep: Class 19 contains 3865 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38602 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37742056.000000 Penalty: 73631.453125 Iteration 194Q: 25 clusters Score -3.774206e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29274 members Mstep: Class 4 contains 46226 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30708 members Mstep: Class 10 contains 10664 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4359 members Mstep: Class 15 contains 47479 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3915 members Mstep: Class 18 contains 6055 members Mstep: Class 19 contains 3865 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38599 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37742044.000000 Penalty: 73631.453125 Iteration 195Q: 25 clusters Score -3.774204e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29269 members Mstep: Class 4 contains 46165 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 30694 members Mstep: Class 10 contains 10655 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4357 members Mstep: Class 15 contains 47560 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3916 members Mstep: Class 18 contains 6055 members Mstep: Class 19 contains 3865 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38605 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -37742036.000000 Penalty: 73631.453125 Iteration 196Q: 25 clusters Score -3.774204e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29271 members Mstep: Class 4 contains 46110 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1059 members Mstep: Class 9 contains 30669 members Mstep: Class 10 contains 10643 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4355 members Mstep: Class 15 contains 47646 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3917 members Mstep: Class 18 contains 6054 members Mstep: Class 19 contains 3865 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38608 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1989 members Entering Unmasked Estep ConsiderDeletion Score: -37742028.000000 Penalty: 73631.453125 Iteration 197Q: 25 clusters Score -3.774203e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6210 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29272 members Mstep: Class 4 contains 46061 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 30642 members Mstep: Class 10 contains 10637 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4354 members Mstep: Class 15 contains 47721 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3918 members Mstep: Class 18 contains 6055 members Mstep: Class 19 contains 3865 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38605 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1989 members Entering Unmasked Estep ConsiderDeletion Score: -37742128.000000 Penalty: 73631.453125 Iteration 198Q: 25 clusters Score -3.774213e+07 nChanged 233 Entering ConstructFrom: Score: -37742128.000000 Penalty: 73631.453125 Entering ConstructFrom: Trying to split cluster 1 (6221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Entering Unmasked Estep Score: -1043827.375000 Penalty: 2166.450195 Iteration 0F: 2 clusters Score -1043827 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1038533.250000 Penalty: 4332.900391 Iteration 0F: 3 clusters Score -1038533 nChanged 2439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -1039904.937500 Penalty: 4332.900391 Iteration 1F: 3 clusters Score -1039905 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -1040166.312500 Penalty: 4332.900391 Iteration 2F: 3 clusters Score -1040166 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -1040335.750000 Penalty: 4332.900391 Iteration 3F: 3 clusters Score -1040336 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -1040438.125000 Penalty: 4332.900391 Iteration 4Q: 3 clusters Score -1040438 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -1040522.562500 Penalty: 4332.900391 Iteration 5Q: 3 clusters Score -1040523 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -1040583.562500 Penalty: 4332.900391 Iteration 6Q: 3 clusters Score -1040584 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -1040631.875000 Penalty: 4332.900391 Iteration 7Q: 3 clusters Score -1040632 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1040673.750000 Penalty: 4332.900391 Iteration 8Q: 3 clusters Score -1040674 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1040715.875000 Penalty: 4332.900391 Iteration 9Q: 3 clusters Score -1040716 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -1040758.875000 Penalty: 4332.900391 Iteration 10Q: 3 clusters Score -1040759 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -1040803.937500 Penalty: 4332.900391 Iteration 11Q: 3 clusters Score -1040804 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -1040856.000000 Penalty: 4332.900391 Iteration 12Q: 3 clusters Score -1040856 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1040911.000000 Penalty: 4332.900391 Iteration 13Q: 3 clusters Score -1040911 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1040959.437500 Penalty: 4332.900391 Iteration 14Q: 3 clusters Score -1040959 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -1041011.937500 Penalty: 4332.900391 Iteration 15Q: 3 clusters Score -1041012 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -1041067.125000 Penalty: 4332.900391 Iteration 16Q: 3 clusters Score -1041067 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -1041117.687500 Penalty: 4332.900391 Iteration 17Q: 3 clusters Score -1041118 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -1041166.312500 Penalty: 4332.900391 Iteration 18Q: 3 clusters Score -1041166 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -1041210.812500 Penalty: 4332.900391 Iteration 19Q: 3 clusters Score -1041211 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -1041252.687500 Penalty: 4332.900391 Iteration 20F: 3 clusters Score -1041253 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -1041292.500000 Penalty: 4332.900391 Iteration 21Q: 3 clusters Score -1041292 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -1041345.000000 Penalty: 4332.900391 Iteration 22Q: 3 clusters Score -1041345 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -1041397.062500 Penalty: 4332.900391 Iteration 23Q: 3 clusters Score -1041397 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -1041450.937500 Penalty: 4332.900391 Iteration 24Q: 3 clusters Score -1041451 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1041510.750000 Penalty: 4332.900391 Iteration 25Q: 3 clusters Score -1041511 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -1041564.375000 Penalty: 4332.900391 Iteration 26Q: 3 clusters Score -1041564 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -1041615.875000 Penalty: 4332.900391 Iteration 27Q: 3 clusters Score -1041616 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -1041653.875000 Penalty: 4332.900391 Iteration 28Q: 3 clusters Score -1041654 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -1041689.062500 Penalty: 4332.900391 Iteration 29Q: 3 clusters Score -1041689 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -1041724.687500 Penalty: 4332.900391 Iteration 30Q: 3 clusters Score -1041725 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -1041748.312500 Penalty: 4332.900391 Iteration 31Q: 3 clusters Score -1041748 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -1041761.062500 Penalty: 4332.900391 Iteration 32Q: 3 clusters Score -1041761 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -1041773.312500 Penalty: 4332.900391 Iteration 33Q: 3 clusters Score -1041773 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1041780.375000 Penalty: 4332.900391 Iteration 34Q: 3 clusters Score -1041780 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -1041790.562500 Penalty: 4332.900391 Iteration 35Q: 3 clusters Score -1041791 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -1041796.625000 Penalty: 4332.900391 Iteration 36Q: 3 clusters Score -1041797 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -1041801.500000 Penalty: 4332.900391 Iteration 37Q: 3 clusters Score -1041802 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -1041804.375000 Penalty: 4332.900391 Iteration 38Q: 3 clusters Score -1041804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -1041804.625000 Penalty: 4332.900391 Iteration 39Q: 3 clusters Score -1041805 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -1041805.875000 Penalty: 4332.900391 Iteration 40F: 3 clusters Score -1041806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -1041805.750000 Penalty: 4332.900391 Iteration 41Q: 3 clusters Score -1041806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -1041808.250000 Penalty: 4332.900391 Iteration 42Q: 3 clusters Score -1041808 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -1041808.750000 Penalty: 4332.900391 Iteration 43Q: 3 clusters Score -1041809 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -1041810.937500 Penalty: 4332.900391 Iteration 44Q: 3 clusters Score -1041811 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -1041812.187500 Penalty: 4332.900391 Iteration 45Q: 3 clusters Score -1041812 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -1041813.562500 Penalty: 4332.900391 Iteration 46Q: 3 clusters Score -1041814 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -1041816.500000 Penalty: 4332.900391 Iteration 47Q: 3 clusters Score -1041816 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -1041818.187500 Penalty: 4332.900391 Iteration 48Q: 3 clusters Score -1041818 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -1041820.375000 Penalty: 4332.900391 Iteration 49Q: 3 clusters Score -1041820 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -1041820.937500 Penalty: 4332.900391 Iteration 50Q: 3 clusters Score -1041821 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -1041825.125000 Penalty: 4332.900391 Iteration 51Q: 3 clusters Score -1041825 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -1041830.375000 Penalty: 4332.900391 Iteration 52Q: 3 clusters Score -1041830 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -1041833.687500 Penalty: 4332.900391 Iteration 53Q: 3 clusters Score -1041834 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -1041836.625000 Penalty: 4332.900391 Iteration 54Q: 3 clusters Score -1041837 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -1041839.750000 Penalty: 4332.900391 Iteration 55Q: 3 clusters Score -1041840 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -1041839.437500 Penalty: 4332.900391 Iteration 56Q: 3 clusters Score -1041839 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -1041841.562500 Penalty: 4332.900391 Iteration 57Q: 3 clusters Score -1041842 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -1041842.562500 Penalty: 4332.900391 Iteration 58Q: 3 clusters Score -1041843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -1041844.000000 Penalty: 4332.900391 Iteration 59Q: 3 clusters Score -1041844 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -1041846.875000 Penalty: 4332.900391 Iteration 60F: 3 clusters Score -1041847 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -1041847.250000 Penalty: 4332.900391 Iteration 61Q: 3 clusters Score -1041847 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -1041847.875000 Penalty: 4332.900391 Iteration 62Q: 3 clusters Score -1041848 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -1041850.500000 Penalty: 4332.900391 Iteration 63Q: 3 clusters Score -1041850 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -1041852.937500 Penalty: 4332.900391 Iteration 64Q: 3 clusters Score -1041853 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -1041855.812500 Penalty: 4332.900391 Iteration 65Q: 3 clusters Score -1041856 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -1041858.375000 Penalty: 4332.900391 Iteration 66Q: 3 clusters Score -1041858 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -1041859.437500 Penalty: 4332.900391 Iteration 67Q: 3 clusters Score -1041859 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -1041859.937500 Penalty: 4332.900391 Iteration 68Q: 3 clusters Score -1041860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -1041860.937500 Penalty: 4332.900391 Iteration 69Q: 3 clusters Score -1041861 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -1041865.187500 Penalty: 4332.900391 Iteration 70Q: 3 clusters Score -1041865 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -1041866.000000 Penalty: 4332.900391 Iteration 71Q: 3 clusters Score -1041866 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -1041868.375000 Penalty: 4332.900391 Iteration 72Q: 3 clusters Score -1041868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -1041868.375000 Penalty: 4332.900391 Iteration 73F: 3 clusters Score -1041868 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Entering Unmasked Estep Score: -23419.242188 Penalty: 1388.408691 Iteration 0F: 2 clusters Score -23419.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -22753.650391 Penalty: 2776.817383 Iteration 0F: 3 clusters Score -22753.65 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -23422.746094 Penalty: 2776.817383 Iteration 1F: 3 clusters Score -23422.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -23621.574219 Penalty: 2776.817383 Iteration 2Q: 3 clusters Score -23621.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -23841.529297 Penalty: 2776.817383 Iteration 3Q: 3 clusters Score -23841.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -24065.019531 Penalty: 2776.817383 Iteration 4Q: 3 clusters Score -24065.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -24161.855469 Penalty: 2776.817383 Iteration 5Q: 3 clusters Score -24161.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -24348.501953 Penalty: 2776.817383 Iteration 6Q: 3 clusters Score -24348.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -24489.556641 Penalty: 2776.817383 Iteration 7Q: 3 clusters Score -24489.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -24511.523438 Penalty: 2776.817383 Iteration 8Q: 3 clusters Score -24511.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -24511.523438 Penalty: 2776.817383 Iteration 9F: 3 clusters Score -24511.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 85 members Mstep: Class 3 contains 29269 members Mstep: Class 4 contains 46003 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30618 members Mstep: Class 10 contains 10635 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4355 members Mstep: Class 15 contains 47806 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3919 members Mstep: Class 18 contains 6056 members Mstep: Class 19 contains 3866 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38593 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 185 members Entering Unmasked Estep Score: -37741564.000000 Penalty: 76699.429688 Splitting cluster 2 changes total score from -37742128.000000 to -37741564.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (29269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29269 members Entering Unmasked Estep Score: -4700197.000000 Penalty: 2550.502686 Iteration 0F: 2 clusters Score -4700197 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14443 members Mstep: Class 2 contains 14826 members Entering Unmasked Estep Score: -4679982.000000 Penalty: 5101.005371 Iteration 0F: 3 clusters Score -4679982 nChanged 13240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13139 members Mstep: Class 2 contains 16130 members Entering Unmasked Estep Score: -4687456.000000 Penalty: 5101.005371 Iteration 1F: 3 clusters Score -4687456 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12206 members Mstep: Class 2 contains 17063 members Entering Unmasked Estep Score: -4688301.500000 Penalty: 5101.005371 Iteration 2F: 3 clusters Score -4688302 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10993 members Mstep: Class 2 contains 18276 members Entering Unmasked Estep Score: -4689218.500000 Penalty: 5101.005371 Iteration 3F: 3 clusters Score -4689218 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9462 members Mstep: Class 2 contains 19807 members Entering Unmasked Estep Score: -4690379.500000 Penalty: 5101.005371 Iteration 4F: 3 clusters Score -4690380 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 21636 members Entering Unmasked Estep Score: -4691860.000000 Penalty: 5101.005371 Iteration 5F: 3 clusters Score -4691860 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 23569 members Entering Unmasked Estep Score: -4693542.500000 Penalty: 5101.005371 Iteration 6F: 3 clusters Score -4693542 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 25342 members Entering Unmasked Estep Score: -4695185.000000 Penalty: 5101.005371 Iteration 7F: 3 clusters Score -4695185 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 26776 members Entering Unmasked Estep Score: -4696578.000000 Penalty: 5101.005371 Iteration 8F: 3 clusters Score -4696578 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 27741 members Entering Unmasked Estep Score: -4697543.500000 Penalty: 5101.005371 Iteration 9Q: 3 clusters Score -4697544 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 28246 members Entering Unmasked Estep Score: -4697962.500000 Penalty: 5101.005371 Iteration 10Q: 3 clusters Score -4697962 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 28483 members Entering Unmasked Estep Score: -4698130.000000 Penalty: 5101.005371 Iteration 11Q: 3 clusters Score -4698130 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 28608 members Entering Unmasked Estep Score: -4698230.000000 Penalty: 5101.005371 Iteration 12Q: 3 clusters Score -4698230 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 28679 members Entering Unmasked Estep Score: -4698286.000000 Penalty: 5101.005371 Iteration 13Q: 3 clusters Score -4698286 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 28727 members Entering Unmasked Estep Score: -4698315.500000 Penalty: 5101.005371 Iteration 14Q: 3 clusters Score -4698316 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 28750 members Entering Unmasked Estep Score: -4698321.000000 Penalty: 5101.005371 Iteration 15Q: 3 clusters Score -4698321 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 28764 members Entering Unmasked Estep Score: -4698331.500000 Penalty: 5101.005371 Iteration 16Q: 3 clusters Score -4698332 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 28772 members Entering Unmasked Estep Score: -4698341.000000 Penalty: 5101.005371 Iteration 17Q: 3 clusters Score -4698341 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 28773 members Entering Unmasked Estep Score: -4698344.000000 Penalty: 5101.005371 Iteration 18Q: 3 clusters Score -4698344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 28776 members Entering Unmasked Estep Score: -4698349.500000 Penalty: 5101.005371 Iteration 19Q: 3 clusters Score -4698350 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 28778 members Entering Unmasked Estep Score: -4698347.000000 Penalty: 5101.005371 Iteration 20F: 3 clusters Score -4698347 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (46003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46003 members Entering Unmasked Estep Score: -7419062.500000 Penalty: 2662.642578 Iteration 0F: 2 clusters Score -7419062 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23189 members Mstep: Class 2 contains 22814 members Entering Unmasked Estep Score: -7388047.000000 Penalty: 5325.285156 Iteration 0F: 3 clusters Score -7388047 nChanged 21116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24585 members Mstep: Class 2 contains 21418 members Entering Unmasked Estep Score: -7400150.500000 Penalty: 5325.285156 Iteration 1F: 3 clusters Score -7400150 nChanged 2313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25498 members Mstep: Class 2 contains 20505 members Entering Unmasked Estep Score: -7401203.500000 Penalty: 5325.285156 Iteration 2F: 3 clusters Score -7401204 nChanged 2589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26901 members Mstep: Class 2 contains 19102 members Entering Unmasked Estep Score: -7402519.000000 Penalty: 5325.285156 Iteration 3F: 3 clusters Score -7402519 nChanged 2798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28833 members Mstep: Class 2 contains 17170 members Entering Unmasked Estep Score: -7404293.000000 Penalty: 5325.285156 Iteration 4F: 3 clusters Score -7404293 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31259 members Mstep: Class 2 contains 14744 members Entering Unmasked Estep Score: -7406474.500000 Penalty: 5325.285156 Iteration 5F: 3 clusters Score -7406474 nChanged 3474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34115 members Mstep: Class 2 contains 11888 members Entering Unmasked Estep Score: -7409215.000000 Penalty: 5325.285156 Iteration 6F: 3 clusters Score -7409215 nChanged 3258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36909 members Mstep: Class 2 contains 9094 members Entering Unmasked Estep Score: -7411840.500000 Penalty: 5325.285156 Iteration 7F: 3 clusters Score -7411840 nChanged 2746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39377 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -7414181.500000 Penalty: 5325.285156 Iteration 8F: 3 clusters Score -7414182 nChanged 2047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41258 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -7415841.500000 Penalty: 5325.285156 Iteration 9Q: 3 clusters Score -7415842 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42579 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -7417045.500000 Penalty: 5325.285156 Iteration 10Q: 3 clusters Score -7417046 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43438 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -7417775.500000 Penalty: 5325.285156 Iteration 11Q: 3 clusters Score -7417776 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43969 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -7418212.500000 Penalty: 5325.285156 Iteration 12Q: 3 clusters Score -7418212 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44281 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -7418418.500000 Penalty: 5325.285156 Iteration 13Q: 3 clusters Score -7418418 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44468 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -7418558.000000 Penalty: 5325.285156 Iteration 14Q: 3 clusters Score -7418558 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44595 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -7418640.000000 Penalty: 5325.285156 Iteration 15Q: 3 clusters Score -7418640 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44661 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -7418676.500000 Penalty: 5325.285156 Iteration 16Q: 3 clusters Score -7418676 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44704 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -7418716.500000 Penalty: 5325.285156 Iteration 17Q: 3 clusters Score -7418716 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44732 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -7418715.500000 Penalty: 5325.285156 Iteration 18Q: 3 clusters Score -7418716 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44747 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -7418739.500000 Penalty: 5325.285156 Iteration 19Q: 3 clusters Score -7418740 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44756 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -7418748.000000 Penalty: 5325.285156 Iteration 20F: 3 clusters Score -7418748 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44751 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -7418762.000000 Penalty: 5325.285156 Iteration 21Q: 3 clusters Score -7418762 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44752 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -7418760.000000 Penalty: 5325.285156 Iteration 22Q: 3 clusters Score -7418760 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44756 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -7418789.500000 Penalty: 5325.285156 Iteration 23Q: 3 clusters Score -7418790 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44759 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -7418800.500000 Penalty: 5325.285156 Iteration 24Q: 3 clusters Score -7418800 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44759 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -7418796.000000 Penalty: 5325.285156 Iteration 25Q: 3 clusters Score -7418796 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44754 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -7418812.500000 Penalty: 5325.285156 Iteration 26Q: 3 clusters Score -7418812 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44752 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -7418824.500000 Penalty: 5325.285156 Iteration 27Q: 3 clusters Score -7418824 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44746 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -7418813.500000 Penalty: 5325.285156 Iteration 28Q: 3 clusters Score -7418814 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44742 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -7418827.000000 Penalty: 5325.285156 Iteration 29Q: 3 clusters Score -7418827 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44737 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -7418836.000000 Penalty: 5325.285156 Iteration 30Q: 3 clusters Score -7418836 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44731 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -7418845.500000 Penalty: 5325.285156 Iteration 31Q: 3 clusters Score -7418846 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44726 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -7418845.500000 Penalty: 5325.285156 Iteration 32Q: 3 clusters Score -7418846 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44725 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -7418846.500000 Penalty: 5325.285156 Iteration 33Q: 3 clusters Score -7418846 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44716 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -7418856.000000 Penalty: 5325.285156 Iteration 34Q: 3 clusters Score -7418856 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44710 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -7418854.500000 Penalty: 5325.285156 Iteration 35Q: 3 clusters Score -7418854 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44707 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -7418860.500000 Penalty: 5325.285156 Iteration 36Q: 3 clusters Score -7418860 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44704 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -7418856.500000 Penalty: 5325.285156 Iteration 37Q: 3 clusters Score -7418856 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44703 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -7418856.500000 Penalty: 5325.285156 Iteration 38Q: 3 clusters Score -7418856 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44703 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -7418857.000000 Penalty: 5325.285156 Iteration 39Q: 3 clusters Score -7418857 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44701 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -7418852.500000 Penalty: 5325.285156 Iteration 40F: 3 clusters Score -7418852 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -69783.484375 Penalty: 1535.705811 Iteration 0F: 2 clusters Score -69783.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -68438.781250 Penalty: 3071.411621 Iteration 0F: 3 clusters Score -68438.78 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -68753.851562 Penalty: 3071.411621 Iteration 1F: 3 clusters Score -68753.85 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -68877.101562 Penalty: 3071.411621 Iteration 2F: 3 clusters Score -68877.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -68936.562500 Penalty: 3071.411621 Iteration 3Q: 3 clusters Score -68936.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -68963.289062 Penalty: 3071.411621 Iteration 4Q: 3 clusters Score -68963.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -68987.468750 Penalty: 3071.411621 Iteration 5Q: 3 clusters Score -68987.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -68993.359375 Penalty: 3071.411621 Iteration 6Q: 3 clusters Score -68993.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -69007.726562 Penalty: 3071.411621 Iteration 7Q: 3 clusters Score -69007.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -69013.125000 Penalty: 3071.411621 Iteration 8Q: 3 clusters Score -69013.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -69023.117188 Penalty: 3071.411621 Iteration 9Q: 3 clusters Score -69023.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -69029.687500 Penalty: 3071.411621 Iteration 10Q: 3 clusters Score -69029.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -69039.460938 Penalty: 3071.411621 Iteration 11Q: 3 clusters Score -69039.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -69040.890625 Penalty: 3071.411621 Iteration 12Q: 3 clusters Score -69040.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -69041.859375 Penalty: 3071.411621 Iteration 13Q: 3 clusters Score -69041.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -69041.859375 Penalty: 3071.411621 Iteration 14F: 3 clusters Score -69041.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -51809.898438 Penalty: 1484.016235 Iteration 0F: 2 clusters Score -51809.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -50546.929688 Penalty: 2968.032471 Iteration 0F: 3 clusters Score -50546.93 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -50776.273438 Penalty: 2968.032471 Iteration 1F: 3 clusters Score -50776.27 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -50936.941406 Penalty: 2968.032471 Iteration 2F: 3 clusters Score -50936.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -50987.285156 Penalty: 2968.032471 Iteration 3Q: 3 clusters Score -50987.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -51088.933594 Penalty: 2968.032471 Iteration 4Q: 3 clusters Score -51088.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -51146.718750 Penalty: 2968.032471 Iteration 5Q: 3 clusters Score -51146.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -51231.832031 Penalty: 2968.032471 Iteration 6Q: 3 clusters Score -51231.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -51340.460938 Penalty: 2968.032471 Iteration 7Q: 3 clusters Score -51340.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -51391.964844 Penalty: 2968.032471 Iteration 8Q: 3 clusters Score -51391.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -51404.675781 Penalty: 2968.032471 Iteration 9Q: 3 clusters Score -51404.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -51412.523438 Penalty: 2968.032471 Iteration 10Q: 3 clusters Score -51412.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -51441.753906 Penalty: 2968.032471 Iteration 11Q: 3 clusters Score -51441.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -51468.046875 Penalty: 2968.032471 Iteration 12Q: 3 clusters Score -51468.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -51483.562500 Penalty: 2968.032471 Iteration 13Q: 3 clusters Score -51483.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -51489.328125 Penalty: 2968.032471 Iteration 14Q: 3 clusters Score -51489.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -51490.578125 Penalty: 2968.032471 Iteration 15Q: 3 clusters Score -51490.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -51490.578125 Penalty: 2968.032471 Iteration 16F: 3 clusters Score -51490.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Entering Unmasked Estep Score: -105465.843750 Penalty: 1645.389160 Iteration 0F: 2 clusters Score -105465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -103748.718750 Penalty: 3290.778320 Iteration 0F: 3 clusters Score -103748.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -104111.875000 Penalty: 3290.778320 Iteration 1F: 3 clusters Score -104111.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -104440.570312 Penalty: 3290.778320 Iteration 2F: 3 clusters Score -104440.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -104790.460938 Penalty: 3290.778320 Iteration 3F: 3 clusters Score -104790.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -105118.414062 Penalty: 3290.778320 Iteration 4F: 3 clusters Score -105118.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -105611.835938 Penalty: 3290.778320 Iteration 5F: 3 clusters Score -105611.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -105879.203125 Penalty: 3290.778320 Iteration 6Q: 3 clusters Score -105879.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -106143.429688 Penalty: 3290.778320 Iteration 7Q: 3 clusters Score -106143.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -106222.171875 Penalty: 3290.778320 Iteration 8Q: 3 clusters Score -106222.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -106240.718750 Penalty: 3290.778320 Iteration 9Q: 3 clusters Score -106240.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -106252.492188 Penalty: 3290.778320 Iteration 10Q: 3 clusters Score -106252.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -106259.218750 Penalty: 3290.778320 Iteration 11Q: 3 clusters Score -106259.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -106263.085938 Penalty: 3290.778320 Iteration 12Q: 3 clusters Score -106263.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -106265.031250 Penalty: 3290.778320 Iteration 13Q: 3 clusters Score -106265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -106266.132812 Penalty: 3290.778320 Iteration 14Q: 3 clusters Score -106266.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -106267.406250 Penalty: 3290.778320 Iteration 15Q: 3 clusters Score -106267.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -106270.257812 Penalty: 3290.778320 Iteration 16Q: 3 clusters Score -106270.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -106273.148438 Penalty: 3290.778320 Iteration 17Q: 3 clusters Score -106273.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -106273.148438 Penalty: 3290.778320 Iteration 18F: 3 clusters Score -106273.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29269 members Mstep: Class 4 contains 46003 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 431 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30618 members Mstep: Class 10 contains 10635 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4355 members Mstep: Class 15 contains 47806 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3919 members Mstep: Class 18 contains 6056 members Mstep: Class 19 contains 3866 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38593 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 330 members Entering Unmasked Estep Score: -37741496.000000 Penalty: 76699.429688 Splitting cluster 7 changes total score from -37742128.000000 to -37741496.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1057 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Entering Unmasked Estep Score: -170195.781250 Penalty: 1726.871094 Iteration 0F: 2 clusters Score -170195.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -168235.906250 Penalty: 3453.742188 Iteration 0F: 3 clusters Score -168235.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -168533.468750 Penalty: 3453.742188 Iteration 1F: 3 clusters Score -168533.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -168630.781250 Penalty: 3453.742188 Iteration 2F: 3 clusters Score -168630.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -168688.406250 Penalty: 3453.742188 Iteration 3Q: 3 clusters Score -168688.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -168728.687500 Penalty: 3453.742188 Iteration 4Q: 3 clusters Score -168728.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -168751.843750 Penalty: 3453.742188 Iteration 5Q: 3 clusters Score -168751.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -168763.593750 Penalty: 3453.742188 Iteration 6Q: 3 clusters Score -168763.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -168777.203125 Penalty: 3453.742188 Iteration 7Q: 3 clusters Score -168777.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -168780.656250 Penalty: 3453.742188 Iteration 8Q: 3 clusters Score -168780.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -168785.453125 Penalty: 3453.742188 Iteration 9Q: 3 clusters Score -168785.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -168788.265625 Penalty: 3453.742188 Iteration 10Q: 3 clusters Score -168788.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -168788.671875 Penalty: 3453.742188 Iteration 11Q: 3 clusters Score -168788.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -168788.671875 Penalty: 3453.742188 Iteration 12F: 3 clusters Score -168788.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (30618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30618 members Entering Unmasked Estep Score: -4986633.500000 Penalty: 2561.677246 Iteration 0F: 2 clusters Score -4986634 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15204 members Mstep: Class 2 contains 15414 members Entering Unmasked Estep Score: -4965977.000000 Penalty: 5123.354492 Iteration 0F: 3 clusters Score -4965977 nChanged 13652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14248 members Mstep: Class 2 contains 16370 members Entering Unmasked Estep Score: -4973699.500000 Penalty: 5123.354492 Iteration 1F: 3 clusters Score -4973700 nChanged 1830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13620 members Mstep: Class 2 contains 16998 members Entering Unmasked Estep Score: -4974660.500000 Penalty: 5123.354492 Iteration 2F: 3 clusters Score -4974660 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12801 members Mstep: Class 2 contains 17817 members Entering Unmasked Estep Score: -4975705.000000 Penalty: 5123.354492 Iteration 3F: 3 clusters Score -4975705 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 18751 members Entering Unmasked Estep Score: -4976836.000000 Penalty: 5123.354492 Iteration 4F: 3 clusters Score -4976836 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10692 members Mstep: Class 2 contains 19926 members Entering Unmasked Estep Score: -4978052.500000 Penalty: 5123.354492 Iteration 5F: 3 clusters Score -4978052 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 21251 members Entering Unmasked Estep Score: -4979286.000000 Penalty: 5123.354492 Iteration 6F: 3 clusters Score -4979286 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 22679 members Entering Unmasked Estep Score: -4980504.000000 Penalty: 5123.354492 Iteration 7F: 3 clusters Score -4980504 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 24091 members Entering Unmasked Estep Score: -4981730.500000 Penalty: 5123.354492 Iteration 8F: 3 clusters Score -4981730 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 25405 members Entering Unmasked Estep Score: -4982881.500000 Penalty: 5123.354492 Iteration 9Q: 3 clusters Score -4982882 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 26477 members Entering Unmasked Estep Score: -4983768.000000 Penalty: 5123.354492 Iteration 10Q: 3 clusters Score -4983768 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 27309 members Entering Unmasked Estep Score: -4984466.000000 Penalty: 5123.354492 Iteration 11Q: 3 clusters Score -4984466 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 27869 members Entering Unmasked Estep Score: -4984960.000000 Penalty: 5123.354492 Iteration 12Q: 3 clusters Score -4984960 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 28235 members Entering Unmasked Estep Score: -4985229.000000 Penalty: 5123.354492 Iteration 13Q: 3 clusters Score -4985229 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 28454 members Entering Unmasked Estep Score: -4985375.500000 Penalty: 5123.354492 Iteration 14Q: 3 clusters Score -4985376 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 28622 members Entering Unmasked Estep Score: -4985477.000000 Penalty: 5123.354492 Iteration 15Q: 3 clusters Score -4985477 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 28744 members Entering Unmasked Estep Score: -4985524.500000 Penalty: 5123.354492 Iteration 16Q: 3 clusters Score -4985524 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 28815 members Entering Unmasked Estep Score: -4985542.000000 Penalty: 5123.354492 Iteration 17Q: 3 clusters Score -4985542 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 28866 members Entering Unmasked Estep Score: -4985562.500000 Penalty: 5123.354492 Iteration 18Q: 3 clusters Score -4985562 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 28901 members Entering Unmasked Estep Score: -4985576.000000 Penalty: 5123.354492 Iteration 19Q: 3 clusters Score -4985576 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 28929 members Entering Unmasked Estep Score: -4985586.000000 Penalty: 5123.354492 Iteration 20F: 3 clusters Score -4985586 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 28950 members Entering Unmasked Estep Score: -4985602.500000 Penalty: 5123.354492 Iteration 21Q: 3 clusters Score -4985602 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 28967 members Entering Unmasked Estep Score: -4985602.000000 Penalty: 5123.354492 Iteration 22Q: 3 clusters Score -4985602 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 28974 members Entering Unmasked Estep Score: -4985608.000000 Penalty: 5123.354492 Iteration 23Q: 3 clusters Score -4985608 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 28978 members Entering Unmasked Estep Score: -4985612.500000 Penalty: 5123.354492 Iteration 24Q: 3 clusters Score -4985612 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 28981 members Entering Unmasked Estep Score: -4985616.000000 Penalty: 5123.354492 Iteration 25Q: 3 clusters Score -4985616 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 28994 members Entering Unmasked Estep Score: -4985616.500000 Penalty: 5123.354492 Iteration 26Q: 3 clusters Score -4985616 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 28996 members Entering Unmasked Estep Score: -4985616.000000 Penalty: 5123.354492 Iteration 27Q: 3 clusters Score -4985616 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 28999 members Entering Unmasked Estep Score: -4985621.500000 Penalty: 5123.354492 Iteration 28Q: 3 clusters Score -4985622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 28999 members Entering Unmasked Estep Score: -4985621.500000 Penalty: 5123.354492 Iteration 29Q: 3 clusters Score -4985622 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 28999 members Entering Unmasked Estep Score: -4985621.500000 Penalty: 5123.354492 Iteration 30F: 3 clusters Score -4985622 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (10635 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10635 members Entering Unmasked Estep Score: -1692119.500000 Penalty: 2299.432617 Iteration 0F: 2 clusters Score -1692120 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -1684067.625000 Penalty: 4598.865234 Iteration 0F: 3 clusters Score -1684068 nChanged 4480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -1686428.500000 Penalty: 4598.865234 Iteration 1F: 3 clusters Score -1686428 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -1686796.375000 Penalty: 4598.865234 Iteration 2F: 3 clusters Score -1686796 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -1687170.250000 Penalty: 4598.865234 Iteration 3F: 3 clusters Score -1687170 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -1687544.375000 Penalty: 4598.865234 Iteration 4F: 3 clusters Score -1687544 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -1687950.875000 Penalty: 4598.865234 Iteration 5F: 3 clusters Score -1687951 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -1688421.250000 Penalty: 4598.865234 Iteration 6F: 3 clusters Score -1688421 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -1688855.250000 Penalty: 4598.865234 Iteration 7F: 3 clusters Score -1688855 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -1689237.250000 Penalty: 4598.865234 Iteration 8F: 3 clusters Score -1689237 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -1689557.875000 Penalty: 4598.865234 Iteration 9Q: 3 clusters Score -1689558 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -1689779.000000 Penalty: 4598.865234 Iteration 10Q: 3 clusters Score -1689779 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -1689931.125000 Penalty: 4598.865234 Iteration 11Q: 3 clusters Score -1689931 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -1690019.875000 Penalty: 4598.865234 Iteration 12Q: 3 clusters Score -1690020 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1690081.250000 Penalty: 4598.865234 Iteration 13Q: 3 clusters Score -1690081 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1690107.625000 Penalty: 4598.865234 Iteration 14Q: 3 clusters Score -1690108 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -1690142.250000 Penalty: 4598.865234 Iteration 15Q: 3 clusters Score -1690142 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -1690173.500000 Penalty: 4598.865234 Iteration 16Q: 3 clusters Score -1690174 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -1690196.000000 Penalty: 4598.865234 Iteration 17Q: 3 clusters Score -1690196 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -1690218.875000 Penalty: 4598.865234 Iteration 18Q: 3 clusters Score -1690219 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -1690235.875000 Penalty: 4598.865234 Iteration 19Q: 3 clusters Score -1690236 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1690250.875000 Penalty: 4598.865234 Iteration 20F: 3 clusters Score -1690251 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1690266.375000 Penalty: 4598.865234 Iteration 21Q: 3 clusters Score -1690266 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -1690279.500000 Penalty: 4598.865234 Iteration 22Q: 3 clusters Score -1690280 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -1690295.250000 Penalty: 4598.865234 Iteration 23Q: 3 clusters Score -1690295 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -1690311.250000 Penalty: 4598.865234 Iteration 24Q: 3 clusters Score -1690311 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -1690324.125000 Penalty: 4598.865234 Iteration 25Q: 3 clusters Score -1690324 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -1690343.125000 Penalty: 4598.865234 Iteration 26Q: 3 clusters Score -1690343 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7278 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -1690356.000000 Penalty: 4598.865234 Iteration 27Q: 3 clusters Score -1690356 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -1690376.375000 Penalty: 4598.865234 Iteration 28Q: 3 clusters Score -1690376 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -1690399.000000 Penalty: 4598.865234 Iteration 29Q: 3 clusters Score -1690399 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7502 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -1690415.625000 Penalty: 4598.865234 Iteration 30Q: 3 clusters Score -1690416 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7576 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -1690433.125000 Penalty: 4598.865234 Iteration 31Q: 3 clusters Score -1690433 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -1690452.875000 Penalty: 4598.865234 Iteration 32Q: 3 clusters Score -1690453 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -1690465.000000 Penalty: 4598.865234 Iteration 33Q: 3 clusters Score -1690465 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7766 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -1690479.500000 Penalty: 4598.865234 Iteration 34Q: 3 clusters Score -1690480 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -1690495.250000 Penalty: 4598.865234 Iteration 35Q: 3 clusters Score -1690495 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1690509.625000 Penalty: 4598.865234 Iteration 36Q: 3 clusters Score -1690510 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -1690523.000000 Penalty: 4598.865234 Iteration 37Q: 3 clusters Score -1690523 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -1690537.500000 Penalty: 4598.865234 Iteration 38Q: 3 clusters Score -1690538 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8037 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1690549.125000 Penalty: 4598.865234 Iteration 39Q: 3 clusters Score -1690549 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8085 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -1690562.750000 Penalty: 4598.865234 Iteration 40F: 3 clusters Score -1690563 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8125 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -1690571.875000 Penalty: 4598.865234 Iteration 41Q: 3 clusters Score -1690572 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8173 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -1690578.000000 Penalty: 4598.865234 Iteration 42Q: 3 clusters Score -1690578 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8213 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -1690590.500000 Penalty: 4598.865234 Iteration 43Q: 3 clusters Score -1690590 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8259 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -1690601.625000 Penalty: 4598.865234 Iteration 44Q: 3 clusters Score -1690602 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8300 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -1690610.375000 Penalty: 4598.865234 Iteration 45Q: 3 clusters Score -1690610 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8341 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -1690622.000000 Penalty: 4598.865234 Iteration 46Q: 3 clusters Score -1690622 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -1690631.625000 Penalty: 4598.865234 Iteration 47Q: 3 clusters Score -1690632 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8436 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -1690647.250000 Penalty: 4598.865234 Iteration 48Q: 3 clusters Score -1690647 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8473 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -1690656.125000 Penalty: 4598.865234 Iteration 49Q: 3 clusters Score -1690656 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -1690670.375000 Penalty: 4598.865234 Iteration 50Q: 3 clusters Score -1690670 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8550 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -1690682.125000 Penalty: 4598.865234 Iteration 51Q: 3 clusters Score -1690682 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -1690686.250000 Penalty: 4598.865234 Iteration 52Q: 3 clusters Score -1690686 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8622 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -1690698.375000 Penalty: 4598.865234 Iteration 53Q: 3 clusters Score -1690698 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8652 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -1690703.625000 Penalty: 4598.865234 Iteration 54Q: 3 clusters Score -1690704 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -1690713.125000 Penalty: 4598.865234 Iteration 55Q: 3 clusters Score -1690713 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8717 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -1690720.250000 Penalty: 4598.865234 Iteration 56Q: 3 clusters Score -1690720 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8750 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -1690732.375000 Penalty: 4598.865234 Iteration 57Q: 3 clusters Score -1690732 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8771 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -1690732.375000 Penalty: 4598.865234 Iteration 58Q: 3 clusters Score -1690732 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -1690740.625000 Penalty: 4598.865234 Iteration 59Q: 3 clusters Score -1690741 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8800 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -1690739.750000 Penalty: 4598.865234 Iteration 60F: 3 clusters Score -1690740 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8813 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -1690743.875000 Penalty: 4598.865234 Iteration 61Q: 3 clusters Score -1690744 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8825 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -1690745.875000 Penalty: 4598.865234 Iteration 62Q: 3 clusters Score -1690746 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8834 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -1690746.875000 Penalty: 4598.865234 Iteration 63Q: 3 clusters Score -1690747 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -1690750.250000 Penalty: 4598.865234 Iteration 64Q: 3 clusters Score -1690750 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8852 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -1690747.000000 Penalty: 4598.865234 Iteration 65Q: 3 clusters Score -1690747 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -1690750.250000 Penalty: 4598.865234 Iteration 66Q: 3 clusters Score -1690750 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -1690752.000000 Penalty: 4598.865234 Iteration 67Q: 3 clusters Score -1690752 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8879 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -1690753.750000 Penalty: 4598.865234 Iteration 68Q: 3 clusters Score -1690754 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -1690755.500000 Penalty: 4598.865234 Iteration 69Q: 3 clusters Score -1690756 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8898 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1690757.375000 Penalty: 4598.865234 Iteration 70Q: 3 clusters Score -1690757 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8905 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -1690758.375000 Penalty: 4598.865234 Iteration 71Q: 3 clusters Score -1690758 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8919 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -1690759.500000 Penalty: 4598.865234 Iteration 72Q: 3 clusters Score -1690760 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8931 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -1690766.500000 Penalty: 4598.865234 Iteration 73Q: 3 clusters Score -1690766 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8940 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -1690765.625000 Penalty: 4598.865234 Iteration 74Q: 3 clusters Score -1690766 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -1690770.500000 Penalty: 4598.865234 Iteration 75Q: 3 clusters Score -1690770 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8961 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -1690772.500000 Penalty: 4598.865234 Iteration 76Q: 3 clusters Score -1690772 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8974 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -1690777.500000 Penalty: 4598.865234 Iteration 77Q: 3 clusters Score -1690778 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -1690777.250000 Penalty: 4598.865234 Iteration 78Q: 3 clusters Score -1690777 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -1690779.375000 Penalty: 4598.865234 Iteration 79Q: 3 clusters Score -1690779 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -1690781.875000 Penalty: 4598.865234 Iteration 80F: 3 clusters Score -1690782 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9019 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -1690784.500000 Penalty: 4598.865234 Iteration 81Q: 3 clusters Score -1690784 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9030 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -1690785.625000 Penalty: 4598.865234 Iteration 82Q: 3 clusters Score -1690786 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9043 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -1690789.500000 Penalty: 4598.865234 Iteration 83Q: 3 clusters Score -1690790 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9055 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -1690788.875000 Penalty: 4598.865234 Iteration 84Q: 3 clusters Score -1690789 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9068 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -1690792.750000 Penalty: 4598.865234 Iteration 85Q: 3 clusters Score -1690793 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9084 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -1690797.625000 Penalty: 4598.865234 Iteration 86Q: 3 clusters Score -1690798 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9096 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -1690800.250000 Penalty: 4598.865234 Iteration 87Q: 3 clusters Score -1690800 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9104 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -1690799.875000 Penalty: 4598.865234 Iteration 88Q: 3 clusters Score -1690800 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -1690802.625000 Penalty: 4598.865234 Iteration 89Q: 3 clusters Score -1690803 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -1690801.875000 Penalty: 4598.865234 Iteration 90Q: 3 clusters Score -1690802 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9117 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1690800.375000 Penalty: 4598.865234 Iteration 91Q: 3 clusters Score -1690800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9119 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -1690802.500000 Penalty: 4598.865234 Iteration 92Q: 3 clusters Score -1690802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9120 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -1690804.875000 Penalty: 4598.865234 Iteration 93Q: 3 clusters Score -1690805 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9122 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -1690804.000000 Penalty: 4598.865234 Iteration 94Q: 3 clusters Score -1690804 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -1690804.000000 Penalty: 4598.865234 Iteration 95Q: 3 clusters Score -1690804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -1690803.625000 Penalty: 4598.865234 Iteration 96Q: 3 clusters Score -1690804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1690803.875000 Penalty: 4598.865234 Iteration 97Q: 3 clusters Score -1690804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -1690802.750000 Penalty: 4598.865234 Iteration 98Q: 3 clusters Score -1690803 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9128 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -1690803.125000 Penalty: 4598.865234 Iteration 99Q: 3 clusters Score -1690803 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9128 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -1690803.125000 Penalty: 4598.865234 Iteration 100F: 3 clusters Score -1690803 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -119211.679688 Penalty: 1650.868164 Iteration 0F: 2 clusters Score -119211.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -117479.781250 Penalty: 3301.736328 Iteration 0F: 3 clusters Score -117479.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -117763.984375 Penalty: 3301.736328 Iteration 1F: 3 clusters Score -117764 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -117872.156250 Penalty: 3301.736328 Iteration 2F: 3 clusters Score -117872.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -117940.359375 Penalty: 3301.736328 Iteration 3Q: 3 clusters Score -117940.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -117995.578125 Penalty: 3301.736328 Iteration 4Q: 3 clusters Score -117995.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -118052.562500 Penalty: 3301.736328 Iteration 5Q: 3 clusters Score -118052.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -118144.148438 Penalty: 3301.736328 Iteration 6Q: 3 clusters Score -118144.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -118220.437500 Penalty: 3301.736328 Iteration 7Q: 3 clusters Score -118220.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -118285.296875 Penalty: 3301.736328 Iteration 8Q: 3 clusters Score -118285.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -118333.156250 Penalty: 3301.736328 Iteration 9Q: 3 clusters Score -118333.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -118378.554688 Penalty: 3301.736328 Iteration 10Q: 3 clusters Score -118378.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -118399.195312 Penalty: 3301.736328 Iteration 11Q: 3 clusters Score -118399.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -118413.773438 Penalty: 3301.736328 Iteration 12Q: 3 clusters Score -118413.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -118419.062500 Penalty: 3301.736328 Iteration 13Q: 3 clusters Score -118419.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -118421.273438 Penalty: 3301.736328 Iteration 14Q: 3 clusters Score -118421.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -118421.273438 Penalty: 3301.736328 Iteration 15F: 3 clusters Score -118421.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -46629.707031 Penalty: 1455.585693 Iteration 0F: 2 clusters Score -46629.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -45304.675781 Penalty: 2911.171387 Iteration 0F: 3 clusters Score -45304.68 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -45445.613281 Penalty: 2911.171387 Iteration 1F: 3 clusters Score -45445.61 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -45526.007812 Penalty: 2911.171387 Iteration 2F: 3 clusters Score -45526.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -45570.125000 Penalty: 2911.171387 Iteration 3Q: 3 clusters Score -45570.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -45604.246094 Penalty: 2911.171387 Iteration 4Q: 3 clusters Score -45604.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -45636.949219 Penalty: 2911.171387 Iteration 5Q: 3 clusters Score -45636.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -45650.191406 Penalty: 2911.171387 Iteration 6Q: 3 clusters Score -45650.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -45657.707031 Penalty: 2911.171387 Iteration 7Q: 3 clusters Score -45657.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -45657.707031 Penalty: 2911.171387 Iteration 8F: 3 clusters Score -45657.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (769 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Entering Unmasked Estep Score: -108833.281250 Penalty: 1647.982544 Iteration 0F: 2 clusters Score -108833.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -107065.796875 Penalty: 3295.965088 Iteration 0F: 3 clusters Score -107065.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -107391.093750 Penalty: 3295.965088 Iteration 1F: 3 clusters Score -107391.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -107518.625000 Penalty: 3295.965088 Iteration 2F: 3 clusters Score -107518.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -107604.851562 Penalty: 3295.965088 Iteration 3Q: 3 clusters Score -107604.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -107657.578125 Penalty: 3295.965088 Iteration 4Q: 3 clusters Score -107657.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -107697.296875 Penalty: 3295.965088 Iteration 5Q: 3 clusters Score -107697.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -107719.632812 Penalty: 3295.965088 Iteration 6Q: 3 clusters Score -107719.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -107727.429688 Penalty: 3295.965088 Iteration 7Q: 3 clusters Score -107727.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -107742.500000 Penalty: 3295.965088 Iteration 8Q: 3 clusters Score -107742.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -107766.039062 Penalty: 3295.965088 Iteration 9Q: 3 clusters Score -107766 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -107790.109375 Penalty: 3295.965088 Iteration 10Q: 3 clusters Score -107790.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -107799.281250 Penalty: 3295.965088 Iteration 11Q: 3 clusters Score -107799.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -107799.281250 Penalty: 3295.965088 Iteration 12F: 3 clusters Score -107799.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4355 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Entering Unmasked Estep Score: -713109.187500 Penalty: 2078.011719 Iteration 0F: 2 clusters Score -713109.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -709060.187500 Penalty: 4156.023438 Iteration 0F: 3 clusters Score -709060.2 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -710071.937500 Penalty: 4156.023438 Iteration 1F: 3 clusters Score -710071.9 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -710324.750000 Penalty: 4156.023438 Iteration 2F: 3 clusters Score -710324.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -710541.375000 Penalty: 4156.023438 Iteration 3F: 3 clusters Score -710541.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -710766.750000 Penalty: 4156.023438 Iteration 4F: 3 clusters Score -710766.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -711023.375000 Penalty: 4156.023438 Iteration 5F: 3 clusters Score -711023.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -711258.875000 Penalty: 4156.023438 Iteration 6F: 3 clusters Score -711258.9 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -711474.687500 Penalty: 4156.023438 Iteration 7F: 3 clusters Score -711474.7 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -711681.312500 Penalty: 4156.023438 Iteration 8F: 3 clusters Score -711681.3 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -711848.000000 Penalty: 4156.023438 Iteration 9Q: 3 clusters Score -711848 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -711957.250000 Penalty: 4156.023438 Iteration 10Q: 3 clusters Score -711957.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -712030.062500 Penalty: 4156.023438 Iteration 11Q: 3 clusters Score -712030.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -712075.312500 Penalty: 4156.023438 Iteration 12Q: 3 clusters Score -712075.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -712107.562500 Penalty: 4156.023438 Iteration 13Q: 3 clusters Score -712107.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -712123.187500 Penalty: 4156.023438 Iteration 14Q: 3 clusters Score -712123.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -712134.625000 Penalty: 4156.023438 Iteration 15Q: 3 clusters Score -712134.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -712139.437500 Penalty: 4156.023438 Iteration 16Q: 3 clusters Score -712139.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -712144.500000 Penalty: 4156.023438 Iteration 17Q: 3 clusters Score -712144.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -712146.562500 Penalty: 4156.023438 Iteration 18Q: 3 clusters Score -712146.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -712147.312500 Penalty: 4156.023438 Iteration 19Q: 3 clusters Score -712147.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -712149.500000 Penalty: 4156.023438 Iteration 20F: 3 clusters Score -712149.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -712150.750000 Penalty: 4156.023438 Iteration 21Q: 3 clusters Score -712150.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -712151.062500 Penalty: 4156.023438 Iteration 22Q: 3 clusters Score -712151.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -712151.187500 Penalty: 4156.023438 Iteration 23Q: 3 clusters Score -712151.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -712150.687500 Penalty: 4156.023438 Iteration 24Q: 3 clusters Score -712150.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -712150.687500 Penalty: 4156.023438 Iteration 25F: 3 clusters Score -712150.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (47806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47806 members Entering Unmasked Estep Score: -7865394.000000 Penalty: 2672.176758 Iteration 0F: 2 clusters Score -7865394 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24053 members Mstep: Class 2 contains 23753 members Entering Unmasked Estep Score: -7834881.000000 Penalty: 5344.353516 Iteration 0F: 3 clusters Score -7834881 nChanged 22076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25025 members Mstep: Class 2 contains 22781 members Entering Unmasked Estep Score: -7847151.000000 Penalty: 5344.353516 Iteration 1F: 3 clusters Score -7847151 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25637 members Mstep: Class 2 contains 22169 members Entering Unmasked Estep Score: -7847834.500000 Penalty: 5344.353516 Iteration 2Q: 3 clusters Score -7847834 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26701 members Mstep: Class 2 contains 21105 members Entering Unmasked Estep Score: -7848665.500000 Penalty: 5344.353516 Iteration 3Q: 3 clusters Score -7848666 nChanged 2489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28362 members Mstep: Class 2 contains 19444 members Entering Unmasked Estep Score: -7849738.500000 Penalty: 5344.353516 Iteration 4F: 3 clusters Score -7849738 nChanged 3058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30760 members Mstep: Class 2 contains 17046 members Entering Unmasked Estep Score: -7851446.500000 Penalty: 5344.353516 Iteration 5F: 3 clusters Score -7851446 nChanged 3454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33616 members Mstep: Class 2 contains 14190 members Entering Unmasked Estep Score: -7853557.000000 Penalty: 5344.353516 Iteration 6F: 3 clusters Score -7853557 nChanged 3499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36543 members Mstep: Class 2 contains 11263 members Entering Unmasked Estep Score: -7856005.000000 Penalty: 5344.353516 Iteration 7F: 3 clusters Score -7856005 nChanged 3079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39126 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -7858103.500000 Penalty: 5344.353516 Iteration 8F: 3 clusters Score -7858104 nChanged 2358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41146 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -7859671.000000 Penalty: 5344.353516 Iteration 9Q: 3 clusters Score -7859671 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42727 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -7860842.000000 Penalty: 5344.353516 Iteration 10Q: 3 clusters Score -7860842 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43903 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -7861689.000000 Penalty: 5344.353516 Iteration 11Q: 3 clusters Score -7861689 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44749 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -7862301.000000 Penalty: 5344.353516 Iteration 12Q: 3 clusters Score -7862301 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45339 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -7862695.500000 Penalty: 5344.353516 Iteration 13Q: 3 clusters Score -7862696 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45772 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -7862923.500000 Penalty: 5344.353516 Iteration 14Q: 3 clusters Score -7862924 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46082 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -7863109.500000 Penalty: 5344.353516 Iteration 15Q: 3 clusters Score -7863110 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46310 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -7863204.000000 Penalty: 5344.353516 Iteration 16Q: 3 clusters Score -7863204 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46449 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -7863284.000000 Penalty: 5344.353516 Iteration 17Q: 3 clusters Score -7863284 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46547 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -7863338.500000 Penalty: 5344.353516 Iteration 18Q: 3 clusters Score -7863338 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46613 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -7863371.000000 Penalty: 5344.353516 Iteration 19Q: 3 clusters Score -7863371 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46657 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -7863357.000000 Penalty: 5344.353516 Iteration 20F: 3 clusters Score -7863357 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46687 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -7863377.000000 Penalty: 5344.353516 Iteration 21Q: 3 clusters Score -7863377 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46710 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -7863378.000000 Penalty: 5344.353516 Iteration 22Q: 3 clusters Score -7863378 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46737 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -7863394.500000 Penalty: 5344.353516 Iteration 23Q: 3 clusters Score -7863394 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46758 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -7863392.500000 Penalty: 5344.353516 Iteration 24Q: 3 clusters Score -7863392 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46777 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -7863401.000000 Penalty: 5344.353516 Iteration 25Q: 3 clusters Score -7863401 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46790 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -7863413.000000 Penalty: 5344.353516 Iteration 26Q: 3 clusters Score -7863413 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46796 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -7863425.000000 Penalty: 5344.353516 Iteration 27Q: 3 clusters Score -7863425 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46799 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -7863411.500000 Penalty: 5344.353516 Iteration 28Q: 3 clusters Score -7863412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46801 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -7863417.500000 Penalty: 5344.353516 Iteration 29Q: 3 clusters Score -7863418 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46803 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -7863411.000000 Penalty: 5344.353516 Iteration 30Q: 3 clusters Score -7863411 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46804 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -7863413.000000 Penalty: 5344.353516 Iteration 31Q: 3 clusters Score -7863413 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46807 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -7863425.000000 Penalty: 5344.353516 Iteration 32Q: 3 clusters Score -7863425 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46809 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -7863421.500000 Penalty: 5344.353516 Iteration 33Q: 3 clusters Score -7863422 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46814 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -7863429.500000 Penalty: 5344.353516 Iteration 34Q: 3 clusters Score -7863430 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46823 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -7863425.500000 Penalty: 5344.353516 Iteration 35Q: 3 clusters Score -7863426 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46829 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -7863432.500000 Penalty: 5344.353516 Iteration 36Q: 3 clusters Score -7863432 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46836 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -7863436.000000 Penalty: 5344.353516 Iteration 37Q: 3 clusters Score -7863436 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46841 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -7863436.000000 Penalty: 5344.353516 Iteration 38Q: 3 clusters Score -7863436 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46842 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -7863436.500000 Penalty: 5344.353516 Iteration 39Q: 3 clusters Score -7863436 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46844 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -7863437.500000 Penalty: 5344.353516 Iteration 40F: 3 clusters Score -7863438 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46846 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -7863425.500000 Penalty: 5344.353516 Iteration 41Q: 3 clusters Score -7863426 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46846 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -7863425.500000 Penalty: 5344.353516 Iteration 42F: 3 clusters Score -7863426 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -71173.648438 Penalty: 1566.208862 Iteration 0F: 2 clusters Score -71173.65 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 266 members Entering Unmasked Estep Score: -69712.460938 Penalty: 3132.417725 Iteration 0F: 3 clusters Score -69712.46 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -70146.234375 Penalty: 3132.417725 Iteration 1F: 3 clusters Score -70146.23 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -70306.398438 Penalty: 3132.417725 Iteration 2F: 3 clusters Score -70306.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -70367.835938 Penalty: 3132.417725 Iteration 3Q: 3 clusters Score -70367.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -70426.375000 Penalty: 3132.417725 Iteration 4Q: 3 clusters Score -70426.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -70490.039062 Penalty: 3132.417725 Iteration 5Q: 3 clusters Score -70490.04 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -70538.773438 Penalty: 3132.417725 Iteration 6Q: 3 clusters Score -70538.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -70612.835938 Penalty: 3132.417725 Iteration 7Q: 3 clusters Score -70612.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -70679.070312 Penalty: 3132.417725 Iteration 8Q: 3 clusters Score -70679.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -70732.367188 Penalty: 3132.417725 Iteration 9Q: 3 clusters Score -70732.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -70739.421875 Penalty: 3132.417725 Iteration 10Q: 3 clusters Score -70739.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -70753.664062 Penalty: 3132.417725 Iteration 11Q: 3 clusters Score -70753.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -70765.062500 Penalty: 3132.417725 Iteration 12Q: 3 clusters Score -70765.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -70778.843750 Penalty: 3132.417725 Iteration 13Q: 3 clusters Score -70778.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -70810.484375 Penalty: 3132.417725 Iteration 14Q: 3 clusters Score -70810.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -70913.351562 Penalty: 3132.417725 Iteration 15Q: 3 clusters Score -70913.35 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -71184.937500 Penalty: 3132.417725 Iteration 16Q: 3 clusters Score -71184.94 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -71497.156250 Penalty: 3132.417725 Iteration 17Q: 3 clusters Score -71497.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -71668.671875 Penalty: 3132.417725 Iteration 18Q: 3 clusters Score -71668.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -71676.773438 Penalty: 3132.417725 Iteration 19Q: 3 clusters Score -71676.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -71678.765625 Penalty: 3132.417725 Iteration 20F: 3 clusters Score -71678.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -71684.187500 Penalty: 3132.417725 Iteration 21Q: 3 clusters Score -71684.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -71684.187500 Penalty: 3132.417725 Iteration 22F: 3 clusters Score -71684.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29269 members Mstep: Class 4 contains 46003 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30618 members Mstep: Class 10 contains 10635 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4355 members Mstep: Class 15 contains 47806 members Mstep: Class 16 contains 256 members Mstep: Class 17 contains 3919 members Mstep: Class 18 contains 6056 members Mstep: Class 19 contains 3866 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38593 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 297 members Entering Unmasked Estep Score: -37741164.000000 Penalty: 76699.429688 Splitting cluster 16 changes total score from -37742128.000000 to -37741164.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (3919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Entering Unmasked Estep Score: -644996.750000 Penalty: 2051.850830 Iteration 0F: 2 clusters Score -644996.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -641106.937500 Penalty: 4103.701660 Iteration 0F: 3 clusters Score -641106.9 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -642011.125000 Penalty: 4103.701660 Iteration 1F: 3 clusters Score -642011.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -642208.125000 Penalty: 4103.701660 Iteration 2F: 3 clusters Score -642208.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -642333.312500 Penalty: 4103.701660 Iteration 3F: 3 clusters Score -642333.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -642423.625000 Penalty: 4103.701660 Iteration 4Q: 3 clusters Score -642423.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -642531.812500 Penalty: 4103.701660 Iteration 5Q: 3 clusters Score -642531.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -642617.312500 Penalty: 4103.701660 Iteration 6Q: 3 clusters Score -642617.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -642705.500000 Penalty: 4103.701660 Iteration 7Q: 3 clusters Score -642705.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -642795.562500 Penalty: 4103.701660 Iteration 8Q: 3 clusters Score -642795.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -642883.625000 Penalty: 4103.701660 Iteration 9Q: 3 clusters Score -642883.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -642966.437500 Penalty: 4103.701660 Iteration 10Q: 3 clusters Score -642966.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -643057.312500 Penalty: 4103.701660 Iteration 11Q: 3 clusters Score -643057.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -643160.875000 Penalty: 4103.701660 Iteration 12Q: 3 clusters Score -643160.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -643268.437500 Penalty: 4103.701660 Iteration 13Q: 3 clusters Score -643268.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -643357.375000 Penalty: 4103.701660 Iteration 14Q: 3 clusters Score -643357.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -643425.312500 Penalty: 4103.701660 Iteration 15Q: 3 clusters Score -643425.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -643469.250000 Penalty: 4103.701660 Iteration 16Q: 3 clusters Score -643469.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -643497.875000 Penalty: 4103.701660 Iteration 17Q: 3 clusters Score -643497.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -643513.500000 Penalty: 4103.701660 Iteration 18Q: 3 clusters Score -643513.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -643521.250000 Penalty: 4103.701660 Iteration 19Q: 3 clusters Score -643521.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -643531.500000 Penalty: 4103.701660 Iteration 20F: 3 clusters Score -643531.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -643540.062500 Penalty: 4103.701660 Iteration 21Q: 3 clusters Score -643540.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -643548.000000 Penalty: 4103.701660 Iteration 22Q: 3 clusters Score -643548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -643551.375000 Penalty: 4103.701660 Iteration 23Q: 3 clusters Score -643551.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -643556.750000 Penalty: 4103.701660 Iteration 24Q: 3 clusters Score -643556.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -643560.437500 Penalty: 4103.701660 Iteration 25Q: 3 clusters Score -643560.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -643561.562500 Penalty: 4103.701660 Iteration 26Q: 3 clusters Score -643561.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -643564.125000 Penalty: 4103.701660 Iteration 27Q: 3 clusters Score -643564.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -643566.125000 Penalty: 4103.701660 Iteration 28Q: 3 clusters Score -643566.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -643567.062500 Penalty: 4103.701660 Iteration 29Q: 3 clusters Score -643567.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -643568.062500 Penalty: 4103.701660 Iteration 30Q: 3 clusters Score -643568.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -643569.437500 Penalty: 4103.701660 Iteration 31Q: 3 clusters Score -643569.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -643569.437500 Penalty: 4103.701660 Iteration 32F: 3 clusters Score -643569.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Entering Unmasked Estep Score: -953810.750000 Penalty: 2159.783691 Iteration 0F: 2 clusters Score -953810.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -948581.500000 Penalty: 4319.567383 Iteration 0F: 3 clusters Score -948581.5 nChanged 2349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -949909.562500 Penalty: 4319.567383 Iteration 1F: 3 clusters Score -949909.6 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -950267.875000 Penalty: 4319.567383 Iteration 2F: 3 clusters Score -950267.9 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -950618.500000 Penalty: 4319.567383 Iteration 3F: 3 clusters Score -950618.5 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -951060.000000 Penalty: 4319.567383 Iteration 4F: 3 clusters Score -951060 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -951558.625000 Penalty: 4319.567383 Iteration 5F: 3 clusters Score -951558.6 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -952031.875000 Penalty: 4319.567383 Iteration 6F: 3 clusters Score -952031.9 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -952407.937500 Penalty: 4319.567383 Iteration 7F: 3 clusters Score -952407.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -952673.875000 Penalty: 4319.567383 Iteration 8Q: 3 clusters Score -952673.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -952827.437500 Penalty: 4319.567383 Iteration 9Q: 3 clusters Score -952827.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -952932.375000 Penalty: 4319.567383 Iteration 10Q: 3 clusters Score -952932.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -953024.875000 Penalty: 4319.567383 Iteration 11Q: 3 clusters Score -953024.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -953073.625000 Penalty: 4319.567383 Iteration 12Q: 3 clusters Score -953073.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -953100.500000 Penalty: 4319.567383 Iteration 13Q: 3 clusters Score -953100.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -953114.437500 Penalty: 4319.567383 Iteration 14Q: 3 clusters Score -953114.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -953128.125000 Penalty: 4319.567383 Iteration 15Q: 3 clusters Score -953128.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -953136.562500 Penalty: 4319.567383 Iteration 16Q: 3 clusters Score -953136.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -953138.500000 Penalty: 4319.567383 Iteration 17Q: 3 clusters Score -953138.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -953141.875000 Penalty: 4319.567383 Iteration 18Q: 3 clusters Score -953141.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -953144.625000 Penalty: 4319.567383 Iteration 19Q: 3 clusters Score -953144.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -953146.562500 Penalty: 4319.567383 Iteration 20F: 3 clusters Score -953146.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -953147.812500 Penalty: 4319.567383 Iteration 21Q: 3 clusters Score -953147.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -953148.437500 Penalty: 4319.567383 Iteration 22Q: 3 clusters Score -953148.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -953147.875000 Penalty: 4319.567383 Iteration 23Q: 3 clusters Score -953147.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -953151.500000 Penalty: 4319.567383 Iteration 24Q: 3 clusters Score -953151.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -953153.000000 Penalty: 4319.567383 Iteration 25Q: 3 clusters Score -953153 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -953155.000000 Penalty: 4319.567383 Iteration 26Q: 3 clusters Score -953155 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -953155.187500 Penalty: 4319.567383 Iteration 27Q: 3 clusters Score -953155.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -953156.187500 Penalty: 4319.567383 Iteration 28Q: 3 clusters Score -953156.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -953158.000000 Penalty: 4319.567383 Iteration 29Q: 3 clusters Score -953158 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -953159.750000 Penalty: 4319.567383 Iteration 30Q: 3 clusters Score -953159.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -953159.437500 Penalty: 4319.567383 Iteration 31Q: 3 clusters Score -953159.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -953161.187500 Penalty: 4319.567383 Iteration 32Q: 3 clusters Score -953161.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -953158.687500 Penalty: 4319.567383 Iteration 33Q: 3 clusters Score -953158.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -953160.875000 Penalty: 4319.567383 Iteration 34Q: 3 clusters Score -953160.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -953159.250000 Penalty: 4319.567383 Iteration 35Q: 3 clusters Score -953159.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -953160.000000 Penalty: 4319.567383 Iteration 36Q: 3 clusters Score -953160 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -953161.625000 Penalty: 4319.567383 Iteration 37Q: 3 clusters Score -953161.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -953161.625000 Penalty: 4319.567383 Iteration 38F: 3 clusters Score -953161.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Entering Unmasked Estep Score: -639948.250000 Penalty: 2048.473877 Iteration 0F: 2 clusters Score -639948.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -636178.937500 Penalty: 4096.947754 Iteration 0F: 3 clusters Score -636178.9 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -636988.312500 Penalty: 4096.947754 Iteration 1F: 3 clusters Score -636988.3 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -637159.187500 Penalty: 4096.947754 Iteration 2F: 3 clusters Score -637159.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -637242.437500 Penalty: 4096.947754 Iteration 3Q: 3 clusters Score -637242.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -637294.937500 Penalty: 4096.947754 Iteration 4Q: 3 clusters Score -637294.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -637331.312500 Penalty: 4096.947754 Iteration 5Q: 3 clusters Score -637331.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -637366.500000 Penalty: 4096.947754 Iteration 6Q: 3 clusters Score -637366.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -637406.062500 Penalty: 4096.947754 Iteration 7Q: 3 clusters Score -637406.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -637452.312500 Penalty: 4096.947754 Iteration 8Q: 3 clusters Score -637452.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -637491.875000 Penalty: 4096.947754 Iteration 9Q: 3 clusters Score -637491.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -637527.375000 Penalty: 4096.947754 Iteration 10Q: 3 clusters Score -637527.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -637560.812500 Penalty: 4096.947754 Iteration 11Q: 3 clusters Score -637560.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -637590.500000 Penalty: 4096.947754 Iteration 12Q: 3 clusters Score -637590.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -637620.250000 Penalty: 4096.947754 Iteration 13Q: 3 clusters Score -637620.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -637651.562500 Penalty: 4096.947754 Iteration 14Q: 3 clusters Score -637651.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -637686.000000 Penalty: 4096.947754 Iteration 15Q: 3 clusters Score -637686 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -637720.062500 Penalty: 4096.947754 Iteration 16Q: 3 clusters Score -637720.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -637744.312500 Penalty: 4096.947754 Iteration 17Q: 3 clusters Score -637744.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -637774.937500 Penalty: 4096.947754 Iteration 18Q: 3 clusters Score -637774.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -637797.687500 Penalty: 4096.947754 Iteration 19Q: 3 clusters Score -637797.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -637818.187500 Penalty: 4096.947754 Iteration 20F: 3 clusters Score -637818.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -637839.562500 Penalty: 4096.947754 Iteration 21Q: 3 clusters Score -637839.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -637865.500000 Penalty: 4096.947754 Iteration 22Q: 3 clusters Score -637865.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -637888.937500 Penalty: 4096.947754 Iteration 23Q: 3 clusters Score -637888.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -637906.500000 Penalty: 4096.947754 Iteration 24Q: 3 clusters Score -637906.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -637922.500000 Penalty: 4096.947754 Iteration 25Q: 3 clusters Score -637922.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -637935.062500 Penalty: 4096.947754 Iteration 26Q: 3 clusters Score -637935.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -637950.187500 Penalty: 4096.947754 Iteration 27Q: 3 clusters Score -637950.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -637968.000000 Penalty: 4096.947754 Iteration 28Q: 3 clusters Score -637968 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -637981.000000 Penalty: 4096.947754 Iteration 29Q: 3 clusters Score -637981 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -637992.750000 Penalty: 4096.947754 Iteration 30Q: 3 clusters Score -637992.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -638004.562500 Penalty: 4096.947754 Iteration 31Q: 3 clusters Score -638004.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -638012.500000 Penalty: 4096.947754 Iteration 32Q: 3 clusters Score -638012.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -638019.375000 Penalty: 4096.947754 Iteration 33Q: 3 clusters Score -638019.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -638026.000000 Penalty: 4096.947754 Iteration 34Q: 3 clusters Score -638026 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -638037.125000 Penalty: 4096.947754 Iteration 35Q: 3 clusters Score -638037.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -638043.062500 Penalty: 4096.947754 Iteration 36Q: 3 clusters Score -638043.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -638052.375000 Penalty: 4096.947754 Iteration 37Q: 3 clusters Score -638052.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -638057.125000 Penalty: 4096.947754 Iteration 38Q: 3 clusters Score -638057.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -638059.562500 Penalty: 4096.947754 Iteration 39Q: 3 clusters Score -638059.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -638061.250000 Penalty: 4096.947754 Iteration 40F: 3 clusters Score -638061.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -638063.562500 Penalty: 4096.947754 Iteration 41Q: 3 clusters Score -638063.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -638064.875000 Penalty: 4096.947754 Iteration 42Q: 3 clusters Score -638064.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -638065.750000 Penalty: 4096.947754 Iteration 43Q: 3 clusters Score -638065.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -638068.625000 Penalty: 4096.947754 Iteration 44Q: 3 clusters Score -638068.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -638071.187500 Penalty: 4096.947754 Iteration 45Q: 3 clusters Score -638071.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -638074.187500 Penalty: 4096.947754 Iteration 46Q: 3 clusters Score -638074.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -638076.875000 Penalty: 4096.947754 Iteration 47Q: 3 clusters Score -638076.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -638080.687500 Penalty: 4096.947754 Iteration 48Q: 3 clusters Score -638080.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -638083.625000 Penalty: 4096.947754 Iteration 49Q: 3 clusters Score -638083.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -638085.187500 Penalty: 4096.947754 Iteration 50Q: 3 clusters Score -638085.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -638087.312500 Penalty: 4096.947754 Iteration 51Q: 3 clusters Score -638087.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -638088.625000 Penalty: 4096.947754 Iteration 52Q: 3 clusters Score -638088.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -638089.312500 Penalty: 4096.947754 Iteration 53Q: 3 clusters Score -638089.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -638090.500000 Penalty: 4096.947754 Iteration 54Q: 3 clusters Score -638090.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -638090.375000 Penalty: 4096.947754 Iteration 55Q: 3 clusters Score -638090.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -638090.375000 Penalty: 4096.947754 Iteration 56F: 3 clusters Score -638090.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -49271.558594 Penalty: 1470.538086 Iteration 0F: 2 clusters Score -49271.56 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 194 members Entering Unmasked Estep Score: -48026.960938 Penalty: 2941.076172 Iteration 0F: 3 clusters Score -48026.96 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -48304.800781 Penalty: 2941.076172 Iteration 1F: 3 clusters Score -48304.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -48399.875000 Penalty: 2941.076172 Iteration 2F: 3 clusters Score -48399.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -48452.425781 Penalty: 2941.076172 Iteration 3Q: 3 clusters Score -48452.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -48521.542969 Penalty: 2941.076172 Iteration 4Q: 3 clusters Score -48521.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -48615.222656 Penalty: 2941.076172 Iteration 5Q: 3 clusters Score -48615.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -48738.656250 Penalty: 2941.076172 Iteration 6Q: 3 clusters Score -48738.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -48796.515625 Penalty: 2941.076172 Iteration 7Q: 3 clusters Score -48796.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -48852.289062 Penalty: 2941.076172 Iteration 8Q: 3 clusters Score -48852.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -48884.328125 Penalty: 2941.076172 Iteration 9Q: 3 clusters Score -48884.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -48916.285156 Penalty: 2941.076172 Iteration 10Q: 3 clusters Score -48916.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -48929.476562 Penalty: 2941.076172 Iteration 11Q: 3 clusters Score -48929.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -48929.476562 Penalty: 2941.076172 Iteration 12F: 3 clusters Score -48929.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Entering Unmasked Estep Score: -37226.078125 Penalty: 1421.868652 Iteration 0F: 2 clusters Score -37226.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -36024.253906 Penalty: 2843.737305 Iteration 0F: 3 clusters Score -36024.25 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -36233.773438 Penalty: 2843.737305 Iteration 1F: 3 clusters Score -36233.77 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -36294.562500 Penalty: 2843.737305 Iteration 2F: 3 clusters Score -36294.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -36316.214844 Penalty: 2843.737305 Iteration 3Q: 3 clusters Score -36316.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -36343.925781 Penalty: 2843.737305 Iteration 4Q: 3 clusters Score -36343.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -36390.054688 Penalty: 2843.737305 Iteration 5Q: 3 clusters Score -36390.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -36421.472656 Penalty: 2843.737305 Iteration 6Q: 3 clusters Score -36421.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -36453.472656 Penalty: 2843.737305 Iteration 7Q: 3 clusters Score -36453.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -36457.312500 Penalty: 2843.737305 Iteration 8Q: 3 clusters Score -36457.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -36457.312500 Penalty: 2843.737305 Iteration 9F: 3 clusters Score -36457.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (38593 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38593 members Entering Unmasked Estep Score: -6452618.500000 Penalty: 2619.084961 Iteration 0F: 2 clusters Score -6452618 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19226 members Mstep: Class 2 contains 19367 members Entering Unmasked Estep Score: -6428841.000000 Penalty: 5238.169922 Iteration 0F: 3 clusters Score -6428841 nChanged 17521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18989 members Mstep: Class 2 contains 19604 members Entering Unmasked Estep Score: -6438394.000000 Penalty: 5238.169922 Iteration 1F: 3 clusters Score -6438394 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18794 members Mstep: Class 2 contains 19799 members Entering Unmasked Estep Score: -6438842.000000 Penalty: 5238.169922 Iteration 2Q: 3 clusters Score -6438842 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18500 members Mstep: Class 2 contains 20093 members Entering Unmasked Estep Score: -6439340.500000 Penalty: 5238.169922 Iteration 3Q: 3 clusters Score -6439340 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18114 members Mstep: Class 2 contains 20479 members Entering Unmasked Estep Score: -6439721.500000 Penalty: 5238.169922 Iteration 4Q: 3 clusters Score -6439722 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17565 members Mstep: Class 2 contains 21028 members Entering Unmasked Estep Score: -6440137.000000 Penalty: 5238.169922 Iteration 5Q: 3 clusters Score -6440137 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16787 members Mstep: Class 2 contains 21806 members Entering Unmasked Estep Score: -6440627.000000 Penalty: 5238.169922 Iteration 6Q: 3 clusters Score -6440627 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15706 members Mstep: Class 2 contains 22887 members Entering Unmasked Estep Score: -6441288.000000 Penalty: 5238.169922 Iteration 7Q: 3 clusters Score -6441288 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14241 members Mstep: Class 2 contains 24352 members Entering Unmasked Estep Score: -6442211.000000 Penalty: 5238.169922 Iteration 8Q: 3 clusters Score -6442211 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12497 members Mstep: Class 2 contains 26096 members Entering Unmasked Estep Score: -6443401.000000 Penalty: 5238.169922 Iteration 9F: 3 clusters Score -6443401 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10490 members Mstep: Class 2 contains 28103 members Entering Unmasked Estep Score: -6444786.500000 Penalty: 5238.169922 Iteration 10F: 3 clusters Score -6444786 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 30047 members Entering Unmasked Estep Score: -6446099.000000 Penalty: 5238.169922 Iteration 11F: 3 clusters Score -6446099 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 31689 members Entering Unmasked Estep Score: -6447346.000000 Penalty: 5238.169922 Iteration 12Q: 3 clusters Score -6447346 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 32961 members Entering Unmasked Estep Score: -6448136.500000 Penalty: 5238.169922 Iteration 13Q: 3 clusters Score -6448136 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 33833 members Entering Unmasked Estep Score: -6448611.500000 Penalty: 5238.169922 Iteration 14Q: 3 clusters Score -6448612 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 34480 members Entering Unmasked Estep Score: -6448982.500000 Penalty: 5238.169922 Iteration 15Q: 3 clusters Score -6448982 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 34958 members Entering Unmasked Estep Score: -6449237.000000 Penalty: 5238.169922 Iteration 16Q: 3 clusters Score -6449237 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 35313 members Entering Unmasked Estep Score: -6449381.000000 Penalty: 5238.169922 Iteration 17Q: 3 clusters Score -6449381 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 35583 members Entering Unmasked Estep Score: -6449473.500000 Penalty: 5238.169922 Iteration 18Q: 3 clusters Score -6449474 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 35818 members Entering Unmasked Estep Score: -6449548.500000 Penalty: 5238.169922 Iteration 19Q: 3 clusters Score -6449548 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 36017 members Entering Unmasked Estep Score: -6449651.500000 Penalty: 5238.169922 Iteration 20F: 3 clusters Score -6449652 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 36179 members Entering Unmasked Estep Score: -6449725.000000 Penalty: 5238.169922 Iteration 21Q: 3 clusters Score -6449725 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 36322 members Entering Unmasked Estep Score: -6449785.500000 Penalty: 5238.169922 Iteration 22Q: 3 clusters Score -6449786 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 36471 members Entering Unmasked Estep Score: -6449852.000000 Penalty: 5238.169922 Iteration 23Q: 3 clusters Score -6449852 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 36595 members Entering Unmasked Estep Score: -6449905.000000 Penalty: 5238.169922 Iteration 24Q: 3 clusters Score -6449905 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 36687 members Entering Unmasked Estep Score: -6449966.500000 Penalty: 5238.169922 Iteration 25Q: 3 clusters Score -6449966 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 36770 members Entering Unmasked Estep Score: -6449991.500000 Penalty: 5238.169922 Iteration 26Q: 3 clusters Score -6449992 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 36846 members Entering Unmasked Estep Score: -6450033.000000 Penalty: 5238.169922 Iteration 27Q: 3 clusters Score -6450033 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 36912 members Entering Unmasked Estep Score: -6450055.500000 Penalty: 5238.169922 Iteration 28Q: 3 clusters Score -6450056 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 36976 members Entering Unmasked Estep Score: -6450079.000000 Penalty: 5238.169922 Iteration 29Q: 3 clusters Score -6450079 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 37015 members Entering Unmasked Estep Score: -6450095.000000 Penalty: 5238.169922 Iteration 30Q: 3 clusters Score -6450095 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 37056 members Entering Unmasked Estep Score: -6450115.500000 Penalty: 5238.169922 Iteration 31Q: 3 clusters Score -6450116 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 37087 members Entering Unmasked Estep Score: -6450142.000000 Penalty: 5238.169922 Iteration 32Q: 3 clusters Score -6450142 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 37121 members Entering Unmasked Estep Score: -6450171.000000 Penalty: 5238.169922 Iteration 33Q: 3 clusters Score -6450171 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 37154 members Entering Unmasked Estep Score: -6450180.500000 Penalty: 5238.169922 Iteration 34Q: 3 clusters Score -6450180 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 37181 members Entering Unmasked Estep Score: -6450202.000000 Penalty: 5238.169922 Iteration 35Q: 3 clusters Score -6450202 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 37208 members Entering Unmasked Estep Score: -6450220.500000 Penalty: 5238.169922 Iteration 36Q: 3 clusters Score -6450220 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 37233 members Entering Unmasked Estep Score: -6450233.000000 Penalty: 5238.169922 Iteration 37Q: 3 clusters Score -6450233 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 37258 members Entering Unmasked Estep Score: -6450252.500000 Penalty: 5238.169922 Iteration 38Q: 3 clusters Score -6450252 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 37283 members Entering Unmasked Estep Score: -6450256.500000 Penalty: 5238.169922 Iteration 39Q: 3 clusters Score -6450256 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 37302 members Entering Unmasked Estep Score: -6450266.500000 Penalty: 5238.169922 Iteration 40F: 3 clusters Score -6450266 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 37316 members Entering Unmasked Estep Score: -6450282.000000 Penalty: 5238.169922 Iteration 41Q: 3 clusters Score -6450282 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 37330 members Entering Unmasked Estep Score: -6450291.500000 Penalty: 5238.169922 Iteration 42Q: 3 clusters Score -6450292 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 37346 members Entering Unmasked Estep Score: -6450298.500000 Penalty: 5238.169922 Iteration 43Q: 3 clusters Score -6450298 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 37359 members Entering Unmasked Estep Score: -6450304.000000 Penalty: 5238.169922 Iteration 44Q: 3 clusters Score -6450304 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 37375 members Entering Unmasked Estep Score: -6450313.000000 Penalty: 5238.169922 Iteration 45Q: 3 clusters Score -6450313 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 37395 members Entering Unmasked Estep Score: -6450309.500000 Penalty: 5238.169922 Iteration 46Q: 3 clusters Score -6450310 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 37417 members Entering Unmasked Estep Score: -6450327.500000 Penalty: 5238.169922 Iteration 47Q: 3 clusters Score -6450328 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 37435 members Entering Unmasked Estep Score: -6450333.500000 Penalty: 5238.169922 Iteration 48Q: 3 clusters Score -6450334 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 37446 members Entering Unmasked Estep Score: -6450346.000000 Penalty: 5238.169922 Iteration 49Q: 3 clusters Score -6450346 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 37455 members Entering Unmasked Estep Score: -6450350.000000 Penalty: 5238.169922 Iteration 50Q: 3 clusters Score -6450350 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 37463 members Entering Unmasked Estep Score: -6450348.000000 Penalty: 5238.169922 Iteration 51Q: 3 clusters Score -6450348 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 37472 members Entering Unmasked Estep Score: -6450351.500000 Penalty: 5238.169922 Iteration 52Q: 3 clusters Score -6450352 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 37474 members Entering Unmasked Estep Score: -6450353.500000 Penalty: 5238.169922 Iteration 53Q: 3 clusters Score -6450354 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 37477 members Entering Unmasked Estep Score: -6450354.500000 Penalty: 5238.169922 Iteration 54Q: 3 clusters Score -6450354 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 37481 members Entering Unmasked Estep Score: -6450352.000000 Penalty: 5238.169922 Iteration 55Q: 3 clusters Score -6450352 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 37483 members Entering Unmasked Estep Score: -6450357.000000 Penalty: 5238.169922 Iteration 56Q: 3 clusters Score -6450357 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 37484 members Entering Unmasked Estep Score: -6450346.500000 Penalty: 5238.169922 Iteration 57Q: 3 clusters Score -6450346 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 37485 members Entering Unmasked Estep Score: -6450353.000000 Penalty: 5238.169922 Iteration 58Q: 3 clusters Score -6450353 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 37485 members Entering Unmasked Estep Score: -6450353.000000 Penalty: 5238.169922 Iteration 59F: 3 clusters Score -6450353 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -25007.843750 Penalty: 1331.918213 Iteration 0F: 2 clusters Score -25007.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -24064.218750 Penalty: 2663.836426 Iteration 0F: 3 clusters Score -24064.22 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -24348.126953 Penalty: 2663.836426 Iteration 1F: 3 clusters Score -24348.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -24494.474609 Penalty: 2663.836426 Iteration 2Q: 3 clusters Score -24494.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -24525.498047 Penalty: 2663.836426 Iteration 3Q: 3 clusters Score -24525.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -24626.158203 Penalty: 2663.836426 Iteration 4Q: 3 clusters Score -24626.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -24640.720703 Penalty: 2663.836426 Iteration 5Q: 3 clusters Score -24640.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -24661.080078 Penalty: 2663.836426 Iteration 6Q: 3 clusters Score -24661.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -24663.212891 Penalty: 2663.836426 Iteration 7Q: 3 clusters Score -24663.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -24663.212891 Penalty: 2663.836426 Iteration 8F: 3 clusters Score -24663.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Entering Unmasked Estep Score: -300851.281250 Penalty: 1883.656128 Iteration 0F: 2 clusters Score -300851.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -298262.218750 Penalty: 3767.312256 Iteration 0F: 3 clusters Score -298262.2 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -298774.437500 Penalty: 3767.312256 Iteration 1F: 3 clusters Score -298774.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -298960.093750 Penalty: 3767.312256 Iteration 2F: 3 clusters Score -298960.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -299094.750000 Penalty: 3767.312256 Iteration 3F: 3 clusters Score -299094.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -299205.593750 Penalty: 3767.312256 Iteration 4Q: 3 clusters Score -299205.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -299292.000000 Penalty: 3767.312256 Iteration 5Q: 3 clusters Score -299292 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -299358.875000 Penalty: 3767.312256 Iteration 6Q: 3 clusters Score -299358.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -299420.937500 Penalty: 3767.312256 Iteration 7Q: 3 clusters Score -299420.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -299464.312500 Penalty: 3767.312256 Iteration 8Q: 3 clusters Score -299464.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -299497.093750 Penalty: 3767.312256 Iteration 9Q: 3 clusters Score -299497.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -299534.750000 Penalty: 3767.312256 Iteration 10Q: 3 clusters Score -299534.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -299571.218750 Penalty: 3767.312256 Iteration 11Q: 3 clusters Score -299571.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -299605.937500 Penalty: 3767.312256 Iteration 12Q: 3 clusters Score -299605.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -299638.031250 Penalty: 3767.312256 Iteration 13Q: 3 clusters Score -299638 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -299683.750000 Penalty: 3767.312256 Iteration 14Q: 3 clusters Score -299683.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -299729.343750 Penalty: 3767.312256 Iteration 15Q: 3 clusters Score -299729.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -299762.750000 Penalty: 3767.312256 Iteration 16Q: 3 clusters Score -299762.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -299788.625000 Penalty: 3767.312256 Iteration 17Q: 3 clusters Score -299788.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -299806.031250 Penalty: 3767.312256 Iteration 18Q: 3 clusters Score -299806 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -299848.031250 Penalty: 3767.312256 Iteration 19Q: 3 clusters Score -299848 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -299924.281250 Penalty: 3767.312256 Iteration 20F: 3 clusters Score -299924.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -299990.375000 Penalty: 3767.312256 Iteration 21Q: 3 clusters Score -299990.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -300063.250000 Penalty: 3767.312256 Iteration 22Q: 3 clusters Score -300063.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -300114.531250 Penalty: 3767.312256 Iteration 23Q: 3 clusters Score -300114.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -300143.843750 Penalty: 3767.312256 Iteration 24Q: 3 clusters Score -300143.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -300171.125000 Penalty: 3767.312256 Iteration 25Q: 3 clusters Score -300171.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -300195.250000 Penalty: 3767.312256 Iteration 26Q: 3 clusters Score -300195.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -300201.156250 Penalty: 3767.312256 Iteration 27Q: 3 clusters Score -300201.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -300205.593750 Penalty: 3767.312256 Iteration 28Q: 3 clusters Score -300205.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -300211.593750 Penalty: 3767.312256 Iteration 29Q: 3 clusters Score -300211.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -300214.375000 Penalty: 3767.312256 Iteration 30Q: 3 clusters Score -300214.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -300217.500000 Penalty: 3767.312256 Iteration 31Q: 3 clusters Score -300217.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -300218.125000 Penalty: 3767.312256 Iteration 32Q: 3 clusters Score -300218.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -300219.062500 Penalty: 3767.312256 Iteration 33Q: 3 clusters Score -300219.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -300220.062500 Penalty: 3767.312256 Iteration 34Q: 3 clusters Score -300220.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -300223.500000 Penalty: 3767.312256 Iteration 35Q: 3 clusters Score -300223.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -300224.875000 Penalty: 3767.312256 Iteration 36Q: 3 clusters Score -300224.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -300225.062500 Penalty: 3767.312256 Iteration 37Q: 3 clusters Score -300225.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -300225.437500 Penalty: 3767.312256 Iteration 38Q: 3 clusters Score -300225.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -300225.312500 Penalty: 3767.312256 Iteration 39Q: 3 clusters Score -300225.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -300225.312500 Penalty: 3767.312256 Iteration 40F: 3 clusters Score -300225.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29269 members Mstep: Class 4 contains 46003 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30618 members Mstep: Class 10 contains 10635 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4355 members Mstep: Class 15 contains 47806 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3919 members Mstep: Class 18 contains 6056 members Mstep: Class 19 contains 3866 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38593 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1989 members Entering Unmasked Estep ConsiderDeletion Score: -37742160.000000 Penalty: 73631.453125 Iteration 199Q: 25 clusters Score -3.774216e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29260 members Mstep: Class 4 contains 45936 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1056 members Mstep: Class 9 contains 30585 members Mstep: Class 10 contains 10636 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4355 members Mstep: Class 15 contains 47903 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3920 members Mstep: Class 18 contains 6054 members Mstep: Class 19 contains 3866 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38588 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1989 members Entering Unmasked Estep ConsiderDeletion Score: -37742240.000000 Penalty: 73631.453125 Iteration 200F: 25 clusters Score -3.774224e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29249 members Mstep: Class 4 contains 45885 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1056 members Mstep: Class 9 contains 30540 members Mstep: Class 10 contains 10624 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4355 members Mstep: Class 15 contains 48020 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3920 members Mstep: Class 18 contains 6053 members Mstep: Class 19 contains 3866 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38563 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1989 members Entering Unmasked Estep ConsiderDeletion Score: -37742208.000000 Penalty: 73631.453125 Iteration 201Q: 25 clusters Score -3.774221e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29242 members Mstep: Class 4 contains 45816 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30488 members Mstep: Class 10 contains 10596 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4353 members Mstep: Class 15 contains 48157 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3919 members Mstep: Class 18 contains 6052 members Mstep: Class 19 contains 3861 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38552 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1989 members Entering Unmasked Estep ConsiderDeletion Score: -37742312.000000 Penalty: 73631.453125 Iteration 202Q: 25 clusters Score -3.774231e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29241 members Mstep: Class 4 contains 45766 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30426 members Mstep: Class 10 contains 10573 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4352 members Mstep: Class 15 contains 48299 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3917 members Mstep: Class 18 contains 6051 members Mstep: Class 19 contains 3860 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38530 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1989 members Entering Unmasked Estep ConsiderDeletion Score: -37742336.000000 Penalty: 73631.453125 Iteration 203Q: 25 clusters Score -3.774234e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29242 members Mstep: Class 4 contains 45711 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30380 members Mstep: Class 10 contains 10556 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4351 members Mstep: Class 15 contains 48433 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3915 members Mstep: Class 18 contains 6048 members Mstep: Class 19 contains 3856 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38503 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1987 members Entering Unmasked Estep ConsiderDeletion Score: -37742212.000000 Penalty: 73631.453125 Iteration 204Q: 25 clusters Score -3.774221e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29229 members Mstep: Class 4 contains 45658 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 30336 members Mstep: Class 10 contains 10538 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4349 members Mstep: Class 15 contains 48602 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3916 members Mstep: Class 18 contains 6047 members Mstep: Class 19 contains 3850 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38438 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1985 members Entering Unmasked Estep ConsiderDeletion Score: -37742332.000000 Penalty: 73631.453125 Iteration 205Q: 25 clusters Score -3.774233e+07 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29218 members Mstep: Class 4 contains 45595 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 30274 members Mstep: Class 10 contains 10521 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4348 members Mstep: Class 15 contains 48782 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3914 members Mstep: Class 18 contains 6045 members Mstep: Class 19 contains 3848 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38379 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1985 members Entering Unmasked Estep ConsiderDeletion Score: -37742304.000000 Penalty: 73631.453125 Iteration 206Q: 25 clusters Score -3.77423e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29217 members Mstep: Class 4 contains 45523 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 30216 members Mstep: Class 10 contains 10496 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4347 members Mstep: Class 15 contains 48953 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3914 members Mstep: Class 18 contains 6043 members Mstep: Class 19 contains 3854 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38342 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1985 members Entering Unmasked Estep ConsiderDeletion Score: -37742340.000000 Penalty: 73631.453125 Iteration 207Q: 25 clusters Score -3.774234e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29205 members Mstep: Class 4 contains 45477 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 30160 members Mstep: Class 10 contains 10476 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4346 members Mstep: Class 15 contains 49127 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3913 members Mstep: Class 18 contains 6041 members Mstep: Class 19 contains 3854 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38291 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1985 members Entering Unmasked Estep ConsiderDeletion Score: -37742312.000000 Penalty: 73631.453125 Iteration 208Q: 25 clusters Score -3.774231e+07 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29199 members Mstep: Class 4 contains 45407 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 30100 members Mstep: Class 10 contains 10456 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4346 members Mstep: Class 15 contains 49309 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3913 members Mstep: Class 18 contains 6039 members Mstep: Class 19 contains 3854 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38244 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1985 members Entering Unmasked Estep ConsiderDeletion Score: -37742380.000000 Penalty: 73631.453125 Iteration 209Q: 25 clusters Score -3.774238e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29197 members Mstep: Class 4 contains 45349 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 30052 members Mstep: Class 10 contains 10451 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4344 members Mstep: Class 15 contains 49485 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3913 members Mstep: Class 18 contains 6037 members Mstep: Class 19 contains 3853 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38180 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1984 members Entering Unmasked Estep ConsiderDeletion Score: -37742372.000000 Penalty: 73631.453125 Iteration 210Q: 25 clusters Score -3.774237e+07 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29198 members Mstep: Class 4 contains 45287 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 29995 members Mstep: Class 10 contains 10441 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4343 members Mstep: Class 15 contains 49653 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3913 members Mstep: Class 18 contains 6036 members Mstep: Class 19 contains 3857 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38128 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1983 members Entering Unmasked Estep ConsiderDeletion Score: -37742384.000000 Penalty: 73631.453125 Iteration 211Q: 25 clusters Score -3.774238e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29200 members Mstep: Class 4 contains 45229 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 29947 members Mstep: Class 10 contains 10431 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4343 members Mstep: Class 15 contains 49830 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3911 members Mstep: Class 18 contains 6035 members Mstep: Class 19 contains 3859 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38066 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1983 members Entering Unmasked Estep ConsiderDeletion Score: -37742312.000000 Penalty: 73631.453125 Iteration 212Q: 25 clusters Score -3.774231e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29201 members Mstep: Class 4 contains 45186 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 29891 members Mstep: Class 10 contains 10405 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4343 members Mstep: Class 15 contains 49986 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3911 members Mstep: Class 18 contains 6036 members Mstep: Class 19 contains 3861 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38023 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1983 members Entering Unmasked Estep ConsiderDeletion Score: -37742320.000000 Penalty: 73631.453125 Iteration 213Q: 25 clusters Score -3.774232e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29195 members Mstep: Class 4 contains 45149 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 29850 members Mstep: Class 10 contains 10381 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4344 members Mstep: Class 15 contains 50130 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3911 members Mstep: Class 18 contains 6035 members Mstep: Class 19 contains 3856 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37976 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1982 members Entering Unmasked Estep ConsiderDeletion Score: -37742336.000000 Penalty: 73631.453125 Iteration 214Q: 25 clusters Score -3.774234e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29192 members Mstep: Class 4 contains 45103 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1055 members Mstep: Class 9 contains 29821 members Mstep: Class 10 contains 10369 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4343 members Mstep: Class 15 contains 50252 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3911 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3855 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37953 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1982 members Entering Unmasked Estep ConsiderDeletion Score: -37742264.000000 Penalty: 73631.453125 Iteration 215Q: 25 clusters Score -3.774226e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6522 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29192 members Mstep: Class 4 contains 45054 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 29791 members Mstep: Class 10 contains 10356 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4345 members Mstep: Class 15 contains 50396 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3910 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3854 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37900 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1982 members Entering Unmasked Estep ConsiderDeletion Score: -37742260.000000 Penalty: 73631.453125 Iteration 216Q: 25 clusters Score -3.774226e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29193 members Mstep: Class 4 contains 45013 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 29763 members Mstep: Class 10 contains 10323 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4344 members Mstep: Class 15 contains 50535 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3909 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3851 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37859 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1982 members Entering Unmasked Estep ConsiderDeletion Score: -37742268.000000 Penalty: 73631.453125 Iteration 217Q: 25 clusters Score -3.774227e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29188 members Mstep: Class 4 contains 44978 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29729 members Mstep: Class 10 contains 10298 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4344 members Mstep: Class 15 contains 50635 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3910 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 3851 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37842 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1982 members Entering Unmasked Estep ConsiderDeletion Score: -37742176.000000 Penalty: 73631.453125 Iteration 218Q: 25 clusters Score -3.774218e+07 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29183 members Mstep: Class 4 contains 44946 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29709 members Mstep: Class 10 contains 10275 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4342 members Mstep: Class 15 contains 50742 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3910 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 3852 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37813 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1980 members Entering Unmasked Estep ConsiderDeletion Score: -37742188.000000 Penalty: 73631.453125 Iteration 219Q: 25 clusters Score -3.774219e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29175 members Mstep: Class 4 contains 44919 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29686 members Mstep: Class 10 contains 10253 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4342 members Mstep: Class 15 contains 50837 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3910 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 3856 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37792 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1980 members Entering Unmasked Estep ConsiderDeletion Score: -37742172.000000 Penalty: 73631.453125 Iteration 220F: 25 clusters Score -3.774217e+07 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29170 members Mstep: Class 4 contains 44886 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29672 members Mstep: Class 10 contains 10233 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4342 members Mstep: Class 15 contains 50937 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3910 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 3857 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37763 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1979 members Entering Unmasked Estep ConsiderDeletion Score: -37742184.000000 Penalty: 73631.453125 Iteration 221Q: 25 clusters Score -3.774218e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29165 members Mstep: Class 4 contains 44876 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29651 members Mstep: Class 10 contains 10219 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4342 members Mstep: Class 15 contains 51027 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3911 members Mstep: Class 18 contains 6032 members Mstep: Class 19 contains 3858 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37719 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1978 members Entering Unmasked Estep ConsiderDeletion Score: -37742160.000000 Penalty: 73631.453125 Iteration 222Q: 25 clusters Score -3.774216e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29167 members Mstep: Class 4 contains 44853 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29624 members Mstep: Class 10 contains 10198 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4341 members Mstep: Class 15 contains 51126 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3911 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3856 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37690 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1979 members Entering Unmasked Estep ConsiderDeletion Score: -37742084.000000 Penalty: 73631.453125 Iteration 223Q: 25 clusters Score -3.774208e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29166 members Mstep: Class 4 contains 44842 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29599 members Mstep: Class 10 contains 10172 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4339 members Mstep: Class 15 contains 51192 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3908 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3852 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37691 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1979 members Entering Unmasked Estep ConsiderDeletion Score: -37742108.000000 Penalty: 73631.453125 Iteration 224Q: 25 clusters Score -3.774211e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29158 members Mstep: Class 4 contains 44804 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29587 members Mstep: Class 10 contains 10146 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4337 members Mstep: Class 15 contains 51275 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3907 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3849 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37686 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1978 members Entering Unmasked Estep ConsiderDeletion Score: -37742140.000000 Penalty: 73631.453125 Iteration 225Q: 25 clusters Score -3.774214e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29154 members Mstep: Class 4 contains 44782 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29567 members Mstep: Class 10 contains 10125 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4336 members Mstep: Class 15 contains 51339 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3906 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3848 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37685 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1978 members Entering Unmasked Estep ConsiderDeletion Score: -37742220.000000 Penalty: 73631.453125 Iteration 226Q: 25 clusters Score -3.774222e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29153 members Mstep: Class 4 contains 44772 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29539 members Mstep: Class 10 contains 10106 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4337 members Mstep: Class 15 contains 51383 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3906 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3850 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37692 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1978 members Entering Unmasked Estep ConsiderDeletion Score: -37742232.000000 Penalty: 73631.453125 Iteration 227Q: 25 clusters Score -3.774223e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29151 members Mstep: Class 4 contains 44760 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 29518 members Mstep: Class 10 contains 10076 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4335 members Mstep: Class 15 contains 51378 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3906 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3847 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37762 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1978 members Entering Unmasked Estep ConsiderDeletion Score: -37742248.000000 Penalty: 73631.453125 Iteration 228Q: 25 clusters Score -3.774225e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29153 members Mstep: Class 4 contains 44731 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 29498 members Mstep: Class 10 contains 10048 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4335 members Mstep: Class 15 contains 51377 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3905 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3845 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37842 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1978 members Entering Unmasked Estep ConsiderDeletion Score: -37742272.000000 Penalty: 73631.453125 Iteration 229Q: 25 clusters Score -3.774227e+07 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29150 members Mstep: Class 4 contains 44695 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 29480 members Mstep: Class 10 contains 10031 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4335 members Mstep: Class 15 contains 51370 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3904 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3847 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 37924 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1978 members Entering Unmasked Estep ConsiderDeletion Score: -37742376.000000 Penalty: 73631.453125 Iteration 230Q: 25 clusters Score -3.774238e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29152 members Mstep: Class 4 contains 44664 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 29463 members Mstep: Class 10 contains 10003 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4335 members Mstep: Class 15 contains 51366 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3904 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3848 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38007 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1978 members Entering Unmasked Estep ConsiderDeletion Score: -37742348.000000 Penalty: 73631.453125 Iteration 231Q: 25 clusters Score -3.774235e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29150 members Mstep: Class 4 contains 44642 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 29451 members Mstep: Class 10 contains 9975 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4334 members Mstep: Class 15 contains 51338 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3904 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3848 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38103 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1977 members Entering Unmasked Estep ConsiderDeletion Score: -37742404.000000 Penalty: 73631.453125 Iteration 232Q: 25 clusters Score -3.77424e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29141 members Mstep: Class 4 contains 44614 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 29438 members Mstep: Class 10 contains 9952 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4334 members Mstep: Class 15 contains 51335 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3904 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3847 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38183 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1977 members Entering Unmasked Estep ConsiderDeletion Score: -37742400.000000 Penalty: 73631.453125 Iteration 233Q: 25 clusters Score -3.77424e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29135 members Mstep: Class 4 contains 44598 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29432 members Mstep: Class 10 contains 9933 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4335 members Mstep: Class 15 contains 51339 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3904 members Mstep: Class 18 contains 6031 members Mstep: Class 19 contains 3846 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38242 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1976 members Entering Unmasked Estep ConsiderDeletion Score: -37742384.000000 Penalty: 73631.453125 Iteration 234Q: 25 clusters Score -3.774238e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29129 members Mstep: Class 4 contains 44582 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29425 members Mstep: Class 10 contains 9903 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4334 members Mstep: Class 15 contains 51352 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3904 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 3848 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38299 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742344.000000 Penalty: 73631.453125 Iteration 235Q: 25 clusters Score -3.774234e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29126 members Mstep: Class 4 contains 44544 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29416 members Mstep: Class 10 contains 9882 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4333 members Mstep: Class 15 contains 51342 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3904 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 3851 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38387 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742472.000000 Penalty: 73631.453125 Iteration 236Q: 25 clusters Score -3.774247e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29121 members Mstep: Class 4 contains 44497 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29407 members Mstep: Class 10 contains 9867 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4334 members Mstep: Class 15 contains 51349 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3904 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 3852 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38453 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742424.000000 Penalty: 73631.453125 Iteration 237Q: 25 clusters Score -3.774242e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6548 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29118 members Mstep: Class 4 contains 44449 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29398 members Mstep: Class 10 contains 9863 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4333 members Mstep: Class 15 contains 51349 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3902 members Mstep: Class 18 contains 6030 members Mstep: Class 19 contains 3852 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38519 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742424.000000 Penalty: 73631.453125 Iteration 238Q: 25 clusters Score -3.774242e+07 nChanged 244 Entering ConstructFrom: Score: -37742424.000000 Penalty: 73631.453125 Entering ConstructFrom: Trying to split cluster 1 (6548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6548 members Entering Unmasked Estep Score: -1098371.625000 Penalty: 2179.154785 Iteration 0F: 2 clusters Score -1098372 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -1092902.250000 Penalty: 4358.309570 Iteration 0F: 3 clusters Score -1092902 nChanged 2598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -1094443.250000 Penalty: 4358.309570 Iteration 1F: 3 clusters Score -1094443 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -1094765.250000 Penalty: 4358.309570 Iteration 2F: 3 clusters Score -1094765 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -1094986.875000 Penalty: 4358.309570 Iteration 3F: 3 clusters Score -1094987 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -1095176.750000 Penalty: 4358.309570 Iteration 4Q: 3 clusters Score -1095177 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -1095368.375000 Penalty: 4358.309570 Iteration 5Q: 3 clusters Score -1095368 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -1095574.875000 Penalty: 4358.309570 Iteration 6Q: 3 clusters Score -1095575 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1095794.875000 Penalty: 4358.309570 Iteration 7Q: 3 clusters Score -1095795 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -1096014.625000 Penalty: 4358.309570 Iteration 8Q: 3 clusters Score -1096015 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -1096210.875000 Penalty: 4358.309570 Iteration 9Q: 3 clusters Score -1096211 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1096414.125000 Penalty: 4358.309570 Iteration 10Q: 3 clusters Score -1096414 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -1096595.250000 Penalty: 4358.309570 Iteration 11Q: 3 clusters Score -1096595 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -1096752.125000 Penalty: 4358.309570 Iteration 12Q: 3 clusters Score -1096752 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -1096851.250000 Penalty: 4358.309570 Iteration 13Q: 3 clusters Score -1096851 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -1096922.750000 Penalty: 4358.309570 Iteration 14Q: 3 clusters Score -1096923 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -1096994.375000 Penalty: 4358.309570 Iteration 15Q: 3 clusters Score -1096994 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -1097039.125000 Penalty: 4358.309570 Iteration 16Q: 3 clusters Score -1097039 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -1097076.500000 Penalty: 4358.309570 Iteration 17Q: 3 clusters Score -1097076 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -1097106.375000 Penalty: 4358.309570 Iteration 18Q: 3 clusters Score -1097106 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -1097119.125000 Penalty: 4358.309570 Iteration 19Q: 3 clusters Score -1097119 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -1097126.875000 Penalty: 4358.309570 Iteration 20F: 3 clusters Score -1097127 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1097136.375000 Penalty: 4358.309570 Iteration 21Q: 3 clusters Score -1097136 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1097145.125000 Penalty: 4358.309570 Iteration 22Q: 3 clusters Score -1097145 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -1097152.500000 Penalty: 4358.309570 Iteration 23Q: 3 clusters Score -1097152 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -1097160.125000 Penalty: 4358.309570 Iteration 24Q: 3 clusters Score -1097160 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -1097163.875000 Penalty: 4358.309570 Iteration 25Q: 3 clusters Score -1097164 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1097167.000000 Penalty: 4358.309570 Iteration 26Q: 3 clusters Score -1097167 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1097167.875000 Penalty: 4358.309570 Iteration 27Q: 3 clusters Score -1097168 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -1097168.750000 Penalty: 4358.309570 Iteration 28Q: 3 clusters Score -1097169 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -1097170.250000 Penalty: 4358.309570 Iteration 29Q: 3 clusters Score -1097170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -1097172.375000 Penalty: 4358.309570 Iteration 30Q: 3 clusters Score -1097172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -1097175.000000 Penalty: 4358.309570 Iteration 31Q: 3 clusters Score -1097175 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -1097173.500000 Penalty: 4358.309570 Iteration 32Q: 3 clusters Score -1097174 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -1097173.500000 Penalty: 4358.309570 Iteration 33Q: 3 clusters Score -1097174 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -1097173.500000 Penalty: 4358.309570 Iteration 34F: 3 clusters Score -1097174 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Entering Unmasked Estep Score: -23419.242188 Penalty: 1388.408691 Iteration 0F: 2 clusters Score -23419.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -22699.380859 Penalty: 2776.817383 Iteration 0F: 3 clusters Score -22699.38 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -23244.904297 Penalty: 2776.817383 Iteration 1F: 3 clusters Score -23244.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -23492.582031 Penalty: 2776.817383 Iteration 2F: 3 clusters Score -23492.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -23653.064453 Penalty: 2776.817383 Iteration 3Q: 3 clusters Score -23653.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -23653.064453 Penalty: 2776.817383 Iteration 4F: 3 clusters Score -23653.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6548 members Mstep: Class 2 contains 67 members Mstep: Class 3 contains 29117 members Mstep: Class 4 contains 44413 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29391 members Mstep: Class 10 contains 9856 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4332 members Mstep: Class 15 contains 51373 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3901 members Mstep: Class 18 contains 6028 members Mstep: Class 19 contains 3853 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38549 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Mstep: Class 25 contains 203 members Entering Unmasked Estep Score: -37741016.000000 Penalty: 76699.429688 Splitting cluster 2 changes total score from -37742424.000000 to -37741016.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (29117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29117 members Entering Unmasked Estep Score: -4675807.500000 Penalty: 2549.211182 Iteration 0F: 2 clusters Score -4675808 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14538 members Mstep: Class 2 contains 14579 members Entering Unmasked Estep Score: -4655924.500000 Penalty: 5098.422363 Iteration 0F: 3 clusters Score -4655924 nChanged 13094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14620 members Mstep: Class 2 contains 14497 members Entering Unmasked Estep Score: -4663072.500000 Penalty: 5098.422363 Iteration 1F: 3 clusters Score -4663072 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14761 members Mstep: Class 2 contains 14356 members Entering Unmasked Estep Score: -4663556.500000 Penalty: 5098.422363 Iteration 2Q: 3 clusters Score -4663556 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14993 members Mstep: Class 2 contains 14124 members Entering Unmasked Estep Score: -4664019.000000 Penalty: 5098.422363 Iteration 3Q: 3 clusters Score -4664019 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15344 members Mstep: Class 2 contains 13773 members Entering Unmasked Estep Score: -4664498.000000 Penalty: 5098.422363 Iteration 4Q: 3 clusters Score -4664498 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15758 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -4664930.000000 Penalty: 5098.422363 Iteration 5Q: 3 clusters Score -4664930 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16289 members Mstep: Class 2 contains 12828 members Entering Unmasked Estep Score: -4665419.500000 Penalty: 5098.422363 Iteration 6Q: 3 clusters Score -4665420 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16919 members Mstep: Class 2 contains 12198 members Entering Unmasked Estep Score: -4665907.500000 Penalty: 5098.422363 Iteration 7Q: 3 clusters Score -4665908 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17632 members Mstep: Class 2 contains 11485 members Entering Unmasked Estep Score: -4666457.000000 Penalty: 5098.422363 Iteration 8Q: 3 clusters Score -4666457 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18454 members Mstep: Class 2 contains 10663 members Entering Unmasked Estep Score: -4667040.500000 Penalty: 5098.422363 Iteration 9Q: 3 clusters Score -4667040 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19412 members Mstep: Class 2 contains 9705 members Entering Unmasked Estep Score: -4667750.500000 Penalty: 5098.422363 Iteration 10Q: 3 clusters Score -4667750 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20387 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -4668471.000000 Penalty: 5098.422363 Iteration 11Q: 3 clusters Score -4668471 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21361 members Mstep: Class 2 contains 7756 members Entering Unmasked Estep Score: -4669230.500000 Penalty: 5098.422363 Iteration 12Q: 3 clusters Score -4669230 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22298 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -4669952.500000 Penalty: 5098.422363 Iteration 13Q: 3 clusters Score -4669952 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23145 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -4670573.000000 Penalty: 5098.422363 Iteration 14Q: 3 clusters Score -4670573 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23902 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -4671053.500000 Penalty: 5098.422363 Iteration 15Q: 3 clusters Score -4671054 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24541 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -4671459.000000 Penalty: 5098.422363 Iteration 16Q: 3 clusters Score -4671459 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25099 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -4671801.500000 Penalty: 5098.422363 Iteration 17Q: 3 clusters Score -4671802 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25639 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -4672113.500000 Penalty: 5098.422363 Iteration 18Q: 3 clusters Score -4672114 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26096 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -4672379.000000 Penalty: 5098.422363 Iteration 19Q: 3 clusters Score -4672379 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26535 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -4672631.500000 Penalty: 5098.422363 Iteration 20F: 3 clusters Score -4672632 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26911 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -4672841.500000 Penalty: 5098.422363 Iteration 21Q: 3 clusters Score -4672842 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27262 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -4673063.000000 Penalty: 5098.422363 Iteration 22Q: 3 clusters Score -4673063 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27578 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -4673261.000000 Penalty: 5098.422363 Iteration 23Q: 3 clusters Score -4673261 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27829 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -4673455.500000 Penalty: 5098.422363 Iteration 24Q: 3 clusters Score -4673456 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28021 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -4673574.500000 Penalty: 5098.422363 Iteration 25Q: 3 clusters Score -4673574 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28165 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -4673673.500000 Penalty: 5098.422363 Iteration 26Q: 3 clusters Score -4673674 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28251 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -4673726.500000 Penalty: 5098.422363 Iteration 27Q: 3 clusters Score -4673726 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28323 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -4673774.000000 Penalty: 5098.422363 Iteration 28Q: 3 clusters Score -4673774 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28378 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -4673803.500000 Penalty: 5098.422363 Iteration 29Q: 3 clusters Score -4673804 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28410 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -4673819.500000 Penalty: 5098.422363 Iteration 30Q: 3 clusters Score -4673820 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28445 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -4673830.500000 Penalty: 5098.422363 Iteration 31Q: 3 clusters Score -4673830 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28480 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -4673857.500000 Penalty: 5098.422363 Iteration 32Q: 3 clusters Score -4673858 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28511 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -4673867.000000 Penalty: 5098.422363 Iteration 33Q: 3 clusters Score -4673867 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28529 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -4673887.500000 Penalty: 5098.422363 Iteration 34Q: 3 clusters Score -4673888 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28539 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -4673890.500000 Penalty: 5098.422363 Iteration 35Q: 3 clusters Score -4673890 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28546 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -4673892.000000 Penalty: 5098.422363 Iteration 36Q: 3 clusters Score -4673892 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28549 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -4673895.000000 Penalty: 5098.422363 Iteration 37Q: 3 clusters Score -4673895 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28552 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -4673893.500000 Penalty: 5098.422363 Iteration 38Q: 3 clusters Score -4673894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28553 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -4673892.000000 Penalty: 5098.422363 Iteration 39Q: 3 clusters Score -4673892 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28554 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -4673894.500000 Penalty: 5098.422363 Iteration 40F: 3 clusters Score -4673894 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28556 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -4673894.000000 Penalty: 5098.422363 Iteration 41Q: 3 clusters Score -4673894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28557 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -4673896.000000 Penalty: 5098.422363 Iteration 42Q: 3 clusters Score -4673896 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28559 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -4673895.000000 Penalty: 5098.422363 Iteration 43Q: 3 clusters Score -4673895 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28562 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -4673896.000000 Penalty: 5098.422363 Iteration 44Q: 3 clusters Score -4673896 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28565 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -4673900.500000 Penalty: 5098.422363 Iteration 45Q: 3 clusters Score -4673900 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28565 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -4673899.500000 Penalty: 5098.422363 Iteration 46Q: 3 clusters Score -4673900 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28567 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -4673904.000000 Penalty: 5098.422363 Iteration 47Q: 3 clusters Score -4673904 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28570 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -4673902.000000 Penalty: 5098.422363 Iteration 48Q: 3 clusters Score -4673902 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28576 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -4673908.500000 Penalty: 5098.422363 Iteration 49Q: 3 clusters Score -4673908 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28581 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -4673917.500000 Penalty: 5098.422363 Iteration 50Q: 3 clusters Score -4673918 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28584 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -4673916.000000 Penalty: 5098.422363 Iteration 51Q: 3 clusters Score -4673916 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28582 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -4673918.000000 Penalty: 5098.422363 Iteration 52Q: 3 clusters Score -4673918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28585 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -4673917.500000 Penalty: 5098.422363 Iteration 53Q: 3 clusters Score -4673918 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28585 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -4673917.500000 Penalty: 5098.422363 Iteration 54F: 3 clusters Score -4673918 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (44413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44413 members Entering Unmasked Estep Score: -7170714.000000 Penalty: 2653.919189 Iteration 0F: 2 clusters Score -7170714 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22176 members Mstep: Class 2 contains 22237 members Entering Unmasked Estep Score: -7140796.500000 Penalty: 5307.838379 Iteration 0F: 3 clusters Score -7140796 nChanged 20507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21655 members Mstep: Class 2 contains 22758 members Entering Unmasked Estep Score: -7152589.500000 Penalty: 5307.838379 Iteration 1F: 3 clusters Score -7152590 nChanged 2281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21294 members Mstep: Class 2 contains 23119 members Entering Unmasked Estep Score: -7153520.000000 Penalty: 5307.838379 Iteration 2F: 3 clusters Score -7153520 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20704 members Mstep: Class 2 contains 23709 members Entering Unmasked Estep Score: -7154542.500000 Penalty: 5307.838379 Iteration 3F: 3 clusters Score -7154542 nChanged 2440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19850 members Mstep: Class 2 contains 24563 members Entering Unmasked Estep Score: -7155828.000000 Penalty: 5307.838379 Iteration 4F: 3 clusters Score -7155828 nChanged 2639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18637 members Mstep: Class 2 contains 25776 members Entering Unmasked Estep Score: -7157318.500000 Penalty: 5307.838379 Iteration 5F: 3 clusters Score -7157318 nChanged 2842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17011 members Mstep: Class 2 contains 27402 members Entering Unmasked Estep Score: -7159118.000000 Penalty: 5307.838379 Iteration 6F: 3 clusters Score -7159118 nChanged 2948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15013 members Mstep: Class 2 contains 29400 members Entering Unmasked Estep Score: -7161261.500000 Penalty: 5307.838379 Iteration 7F: 3 clusters Score -7161262 nChanged 2717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13068 members Mstep: Class 2 contains 31345 members Entering Unmasked Estep Score: -7163237.500000 Penalty: 5307.838379 Iteration 8F: 3 clusters Score -7163238 nChanged 2175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11349 members Mstep: Class 2 contains 33064 members Entering Unmasked Estep Score: -7164766.500000 Penalty: 5307.838379 Iteration 9Q: 3 clusters Score -7164766 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9929 members Mstep: Class 2 contains 34484 members Entering Unmasked Estep Score: -7165854.500000 Penalty: 5307.838379 Iteration 10Q: 3 clusters Score -7165854 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8784 members Mstep: Class 2 contains 35629 members Entering Unmasked Estep Score: -7166602.500000 Penalty: 5307.838379 Iteration 11Q: 3 clusters Score -7166602 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7818 members Mstep: Class 2 contains 36595 members Entering Unmasked Estep Score: -7167296.500000 Penalty: 5307.838379 Iteration 12Q: 3 clusters Score -7167296 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 37388 members Entering Unmasked Estep Score: -7167797.500000 Penalty: 5307.838379 Iteration 13Q: 3 clusters Score -7167798 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 38081 members Entering Unmasked Estep Score: -7168314.000000 Penalty: 5307.838379 Iteration 14Q: 3 clusters Score -7168314 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 38630 members Entering Unmasked Estep Score: -7168704.500000 Penalty: 5307.838379 Iteration 15Q: 3 clusters Score -7168704 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 39074 members Entering Unmasked Estep Score: -7169029.500000 Penalty: 5307.838379 Iteration 16Q: 3 clusters Score -7169030 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 39433 members Entering Unmasked Estep Score: -7169282.000000 Penalty: 5307.838379 Iteration 17Q: 3 clusters Score -7169282 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 39696 members Entering Unmasked Estep Score: -7169449.000000 Penalty: 5307.838379 Iteration 18Q: 3 clusters Score -7169449 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 39896 members Entering Unmasked Estep Score: -7169625.500000 Penalty: 5307.838379 Iteration 19Q: 3 clusters Score -7169626 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 40036 members Entering Unmasked Estep Score: -7169744.500000 Penalty: 5307.838379 Iteration 20F: 3 clusters Score -7169744 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 40145 members Entering Unmasked Estep Score: -7169830.500000 Penalty: 5307.838379 Iteration 21Q: 3 clusters Score -7169830 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 40233 members Entering Unmasked Estep Score: -7169877.000000 Penalty: 5307.838379 Iteration 22Q: 3 clusters Score -7169877 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 40299 members Entering Unmasked Estep Score: -7169918.000000 Penalty: 5307.838379 Iteration 23Q: 3 clusters Score -7169918 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 40339 members Entering Unmasked Estep Score: -7169956.500000 Penalty: 5307.838379 Iteration 24Q: 3 clusters Score -7169956 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 40370 members Entering Unmasked Estep Score: -7169978.000000 Penalty: 5307.838379 Iteration 25Q: 3 clusters Score -7169978 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 40389 members Entering Unmasked Estep Score: -7169993.000000 Penalty: 5307.838379 Iteration 26Q: 3 clusters Score -7169993 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 40408 members Entering Unmasked Estep Score: -7169996.000000 Penalty: 5307.838379 Iteration 27Q: 3 clusters Score -7169996 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 40413 members Entering Unmasked Estep Score: -7170005.000000 Penalty: 5307.838379 Iteration 28Q: 3 clusters Score -7170005 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 40419 members Entering Unmasked Estep Score: -7170005.500000 Penalty: 5307.838379 Iteration 29Q: 3 clusters Score -7170006 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 40428 members Entering Unmasked Estep Score: -7170018.000000 Penalty: 5307.838379 Iteration 30Q: 3 clusters Score -7170018 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 40441 members Entering Unmasked Estep Score: -7170033.000000 Penalty: 5307.838379 Iteration 31Q: 3 clusters Score -7170033 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 40448 members Entering Unmasked Estep Score: -7170028.000000 Penalty: 5307.838379 Iteration 32Q: 3 clusters Score -7170028 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 40455 members Entering Unmasked Estep Score: -7170035.500000 Penalty: 5307.838379 Iteration 33Q: 3 clusters Score -7170036 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 40460 members Entering Unmasked Estep Score: -7170027.500000 Penalty: 5307.838379 Iteration 34Q: 3 clusters Score -7170028 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 40464 members Entering Unmasked Estep Score: -7170028.500000 Penalty: 5307.838379 Iteration 35Q: 3 clusters Score -7170028 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 40462 members Entering Unmasked Estep Score: -7170031.000000 Penalty: 5307.838379 Iteration 36Q: 3 clusters Score -7170031 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 40457 members Entering Unmasked Estep Score: -7170020.000000 Penalty: 5307.838379 Iteration 37Q: 3 clusters Score -7170020 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 40454 members Entering Unmasked Estep Score: -7170016.000000 Penalty: 5307.838379 Iteration 38Q: 3 clusters Score -7170016 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 40451 members Entering Unmasked Estep Score: -7170025.000000 Penalty: 5307.838379 Iteration 39Q: 3 clusters Score -7170025 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 40447 members Entering Unmasked Estep Score: -7170027.000000 Penalty: 5307.838379 Iteration 40F: 3 clusters Score -7170027 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 40441 members Entering Unmasked Estep Score: -7170029.000000 Penalty: 5307.838379 Iteration 41Q: 3 clusters Score -7170029 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 40438 members Entering Unmasked Estep Score: -7170051.000000 Penalty: 5307.838379 Iteration 42Q: 3 clusters Score -7170051 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 40436 members Entering Unmasked Estep Score: -7170043.000000 Penalty: 5307.838379 Iteration 43Q: 3 clusters Score -7170043 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 40437 members Entering Unmasked Estep Score: -7170039.500000 Penalty: 5307.838379 Iteration 44Q: 3 clusters Score -7170040 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 40435 members Entering Unmasked Estep Score: -7170049.000000 Penalty: 5307.838379 Iteration 45Q: 3 clusters Score -7170049 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 40427 members Entering Unmasked Estep Score: -7170051.500000 Penalty: 5307.838379 Iteration 46Q: 3 clusters Score -7170052 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 40417 members Entering Unmasked Estep Score: -7170054.000000 Penalty: 5307.838379 Iteration 47Q: 3 clusters Score -7170054 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 40404 members Entering Unmasked Estep Score: -7170056.500000 Penalty: 5307.838379 Iteration 48Q: 3 clusters Score -7170056 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 40396 members Entering Unmasked Estep Score: -7170055.000000 Penalty: 5307.838379 Iteration 49Q: 3 clusters Score -7170055 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 40389 members Entering Unmasked Estep Score: -7170064.500000 Penalty: 5307.838379 Iteration 50Q: 3 clusters Score -7170064 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 40379 members Entering Unmasked Estep Score: -7170084.000000 Penalty: 5307.838379 Iteration 51Q: 3 clusters Score -7170084 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 40365 members Entering Unmasked Estep Score: -7170084.000000 Penalty: 5307.838379 Iteration 52Q: 3 clusters Score -7170084 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 40348 members Entering Unmasked Estep Score: -7170077.000000 Penalty: 5307.838379 Iteration 53Q: 3 clusters Score -7170077 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 40330 members Entering Unmasked Estep Score: -7170099.000000 Penalty: 5307.838379 Iteration 54Q: 3 clusters Score -7170099 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 40322 members Entering Unmasked Estep Score: -7170089.000000 Penalty: 5307.838379 Iteration 55Q: 3 clusters Score -7170089 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 40322 members Entering Unmasked Estep Score: -7170104.000000 Penalty: 5307.838379 Iteration 56Q: 3 clusters Score -7170104 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 40323 members Entering Unmasked Estep Score: -7170107.500000 Penalty: 5307.838379 Iteration 57Q: 3 clusters Score -7170108 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 40326 members Entering Unmasked Estep Score: -7170107.500000 Penalty: 5307.838379 Iteration 58Q: 3 clusters Score -7170108 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 40330 members Entering Unmasked Estep Score: -7170101.500000 Penalty: 5307.838379 Iteration 59Q: 3 clusters Score -7170102 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 40336 members Entering Unmasked Estep Score: -7170107.500000 Penalty: 5307.838379 Iteration 60F: 3 clusters Score -7170108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 40339 members Entering Unmasked Estep Score: -7170109.000000 Penalty: 5307.838379 Iteration 61Q: 3 clusters Score -7170109 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 40340 members Entering Unmasked Estep Score: -7170111.500000 Penalty: 5307.838379 Iteration 62Q: 3 clusters Score -7170112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 40342 members Entering Unmasked Estep Score: -7170107.500000 Penalty: 5307.838379 Iteration 63Q: 3 clusters Score -7170108 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 40342 members Entering Unmasked Estep Score: -7170107.500000 Penalty: 5307.838379 Iteration 64F: 3 clusters Score -7170108 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -69783.484375 Penalty: 1535.705811 Iteration 0F: 2 clusters Score -69783.48 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 240 members Entering Unmasked Estep Score: -68331.406250 Penalty: 3071.411621 Iteration 0F: 3 clusters Score -68331.41 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -68595.671875 Penalty: 3071.411621 Iteration 1F: 3 clusters Score -68595.67 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -68769.156250 Penalty: 3071.411621 Iteration 2F: 3 clusters Score -68769.16 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -68881.937500 Penalty: 3071.411621 Iteration 3F: 3 clusters Score -68881.94 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -68966.242188 Penalty: 3071.411621 Iteration 4Q: 3 clusters Score -68966.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -69020.625000 Penalty: 3071.411621 Iteration 5Q: 3 clusters Score -69020.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -69035.375000 Penalty: 3071.411621 Iteration 6Q: 3 clusters Score -69035.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -69046.734375 Penalty: 3071.411621 Iteration 7Q: 3 clusters Score -69046.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -69069.062500 Penalty: 3071.411621 Iteration 8Q: 3 clusters Score -69069.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -69082.273438 Penalty: 3071.411621 Iteration 9Q: 3 clusters Score -69082.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -69082.273438 Penalty: 3071.411621 Iteration 10F: 3 clusters Score -69082.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -51809.898438 Penalty: 1484.016235 Iteration 0F: 2 clusters Score -51809.9 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 177 members Entering Unmasked Estep Score: -50600.031250 Penalty: 2968.032471 Iteration 0F: 3 clusters Score -50600.03 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -50989.375000 Penalty: 2968.032471 Iteration 1F: 3 clusters Score -50989.38 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -51123.484375 Penalty: 2968.032471 Iteration 2F: 3 clusters Score -51123.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -51198.019531 Penalty: 2968.032471 Iteration 3Q: 3 clusters Score -51198.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -51232.519531 Penalty: 2968.032471 Iteration 4Q: 3 clusters Score -51232.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -51255.988281 Penalty: 2968.032471 Iteration 5Q: 3 clusters Score -51255.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -51269.050781 Penalty: 2968.032471 Iteration 6Q: 3 clusters Score -51269.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -51273.335938 Penalty: 2968.032471 Iteration 7Q: 3 clusters Score -51273.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -51276.835938 Penalty: 2968.032471 Iteration 8Q: 3 clusters Score -51276.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -51280.984375 Penalty: 2968.032471 Iteration 9Q: 3 clusters Score -51280.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -51280.984375 Penalty: 2968.032471 Iteration 10F: 3 clusters Score -51280.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Entering Unmasked Estep Score: -105465.843750 Penalty: 1645.389160 Iteration 0F: 2 clusters Score -105465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -103715.421875 Penalty: 3290.778320 Iteration 0F: 3 clusters Score -103715.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -104035.585938 Penalty: 3290.778320 Iteration 1F: 3 clusters Score -104035.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -104136.609375 Penalty: 3290.778320 Iteration 2F: 3 clusters Score -104136.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -104224.031250 Penalty: 3290.778320 Iteration 3Q: 3 clusters Score -104224 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -104348.976562 Penalty: 3290.778320 Iteration 4Q: 3 clusters Score -104349 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -104535.882812 Penalty: 3290.778320 Iteration 5Q: 3 clusters Score -104535.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -104769.132812 Penalty: 3290.778320 Iteration 6Q: 3 clusters Score -104769.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -105070.804688 Penalty: 3290.778320 Iteration 7F: 3 clusters Score -105070.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -105519.398438 Penalty: 3290.778320 Iteration 8F: 3 clusters Score -105519.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -105786.046875 Penalty: 3290.778320 Iteration 9Q: 3 clusters Score -105786 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -106102.945312 Penalty: 3290.778320 Iteration 10Q: 3 clusters Score -106102.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -106169.226562 Penalty: 3290.778320 Iteration 11Q: 3 clusters Score -106169.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -106234.539062 Penalty: 3290.778320 Iteration 12Q: 3 clusters Score -106234.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -106380.843750 Penalty: 3290.778320 Iteration 13Q: 3 clusters Score -106380.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -106490.750000 Penalty: 3290.778320 Iteration 14Q: 3 clusters Score -106490.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -106573.132812 Penalty: 3290.778320 Iteration 15Q: 3 clusters Score -106573.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -106591.367188 Penalty: 3290.778320 Iteration 16Q: 3 clusters Score -106591.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -106624.234375 Penalty: 3290.778320 Iteration 17Q: 3 clusters Score -106624.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -106679.789062 Penalty: 3290.778320 Iteration 18Q: 3 clusters Score -106679.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -106726.695312 Penalty: 3290.778320 Iteration 19Q: 3 clusters Score -106726.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -106754.687500 Penalty: 3290.778320 Iteration 20F: 3 clusters Score -106754.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -106792.953125 Penalty: 3290.778320 Iteration 21Q: 3 clusters Score -106793 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -106811.312500 Penalty: 3290.778320 Iteration 22Q: 3 clusters Score -106811.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -106818.984375 Penalty: 3290.778320 Iteration 23Q: 3 clusters Score -106819 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -106821.898438 Penalty: 3290.778320 Iteration 24Q: 3 clusters Score -106821.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -106821.898438 Penalty: 3290.778320 Iteration 25F: 3 clusters Score -106821.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6548 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29117 members Mstep: Class 4 contains 44413 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 420 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29391 members Mstep: Class 10 contains 9856 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4332 members Mstep: Class 15 contains 51373 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3901 members Mstep: Class 18 contains 6028 members Mstep: Class 19 contains 3853 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38549 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Mstep: Class 25 contains 341 members Entering Unmasked Estep Score: -37742372.000000 Penalty: 76699.429688 Splitting cluster 7 changes total score from -37742424.000000 to -37742372.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Entering Unmasked Estep Score: -169211.453125 Penalty: 1725.459351 Iteration 0F: 2 clusters Score -169211.5 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 516 members Entering Unmasked Estep Score: -167261.046875 Penalty: 3450.918701 Iteration 0F: 3 clusters Score -167261 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -167616.000000 Penalty: 3450.918701 Iteration 1F: 3 clusters Score -167616 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -167735.734375 Penalty: 3450.918701 Iteration 2F: 3 clusters Score -167735.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -167799.312500 Penalty: 3450.918701 Iteration 3Q: 3 clusters Score -167799.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -167819.640625 Penalty: 3450.918701 Iteration 4Q: 3 clusters Score -167819.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -167836.546875 Penalty: 3450.918701 Iteration 5Q: 3 clusters Score -167836.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -167845.812500 Penalty: 3450.918701 Iteration 6Q: 3 clusters Score -167845.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -167851.484375 Penalty: 3450.918701 Iteration 7Q: 3 clusters Score -167851.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -167854.078125 Penalty: 3450.918701 Iteration 8Q: 3 clusters Score -167854.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -167854.078125 Penalty: 3450.918701 Iteration 9F: 3 clusters Score -167854.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (29391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29391 members Entering Unmasked Estep Score: -4785185.500000 Penalty: 2551.533936 Iteration 0F: 2 clusters Score -4785186 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14699 members Mstep: Class 2 contains 14692 members Entering Unmasked Estep Score: -4764888.500000 Penalty: 5103.067871 Iteration 0F: 3 clusters Score -4764888 nChanged 13288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14599 members Mstep: Class 2 contains 14792 members Entering Unmasked Estep Score: -4772263.000000 Penalty: 5103.067871 Iteration 1F: 3 clusters Score -4772263 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14522 members Mstep: Class 2 contains 14869 members Entering Unmasked Estep Score: -4773031.500000 Penalty: 5103.067871 Iteration 2F: 3 clusters Score -4773032 nChanged 1670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14450 members Mstep: Class 2 contains 14941 members Entering Unmasked Estep Score: -4773952.500000 Penalty: 5103.067871 Iteration 3F: 3 clusters Score -4773952 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14225 members Mstep: Class 2 contains 15166 members Entering Unmasked Estep Score: -4775034.000000 Penalty: 5103.067871 Iteration 4F: 3 clusters Score -4775034 nChanged 1764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13881 members Mstep: Class 2 contains 15510 members Entering Unmasked Estep Score: -4776173.000000 Penalty: 5103.067871 Iteration 5F: 3 clusters Score -4776173 nChanged 1818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13371 members Mstep: Class 2 contains 16020 members Entering Unmasked Estep Score: -4777264.000000 Penalty: 5103.067871 Iteration 6F: 3 clusters Score -4777264 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12882 members Mstep: Class 2 contains 16509 members Entering Unmasked Estep Score: -4778166.000000 Penalty: 5103.067871 Iteration 7F: 3 clusters Score -4778166 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12376 members Mstep: Class 2 contains 17015 members Entering Unmasked Estep Score: -4778817.000000 Penalty: 5103.067871 Iteration 8Q: 3 clusters Score -4778817 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11851 members Mstep: Class 2 contains 17540 members Entering Unmasked Estep Score: -4779318.500000 Penalty: 5103.067871 Iteration 9Q: 3 clusters Score -4779318 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11331 members Mstep: Class 2 contains 18060 members Entering Unmasked Estep Score: -4779760.500000 Penalty: 5103.067871 Iteration 10Q: 3 clusters Score -4779760 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10840 members Mstep: Class 2 contains 18551 members Entering Unmasked Estep Score: -4780087.500000 Penalty: 5103.067871 Iteration 11Q: 3 clusters Score -4780088 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 19030 members Entering Unmasked Estep Score: -4780362.500000 Penalty: 5103.067871 Iteration 12Q: 3 clusters Score -4780362 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 19503 members Entering Unmasked Estep Score: -4780586.000000 Penalty: 5103.067871 Iteration 13Q: 3 clusters Score -4780586 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 20010 members Entering Unmasked Estep Score: -4780841.000000 Penalty: 5103.067871 Iteration 14Q: 3 clusters Score -4780841 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 20522 members Entering Unmasked Estep Score: -4781037.500000 Penalty: 5103.067871 Iteration 15Q: 3 clusters Score -4781038 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8293 members Mstep: Class 2 contains 21098 members Entering Unmasked Estep Score: -4781286.500000 Penalty: 5103.067871 Iteration 16Q: 3 clusters Score -4781286 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 21704 members Entering Unmasked Estep Score: -4781562.000000 Penalty: 5103.067871 Iteration 17Q: 3 clusters Score -4781562 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 22280 members Entering Unmasked Estep Score: -4781798.500000 Penalty: 5103.067871 Iteration 18Q: 3 clusters Score -4781798 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 22850 members Entering Unmasked Estep Score: -4782023.000000 Penalty: 5103.067871 Iteration 19Q: 3 clusters Score -4782023 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 23429 members Entering Unmasked Estep Score: -4782326.000000 Penalty: 5103.067871 Iteration 20F: 3 clusters Score -4782326 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 23968 members Entering Unmasked Estep Score: -4782594.500000 Penalty: 5103.067871 Iteration 21Q: 3 clusters Score -4782594 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 24458 members Entering Unmasked Estep Score: -4782848.500000 Penalty: 5103.067871 Iteration 22Q: 3 clusters Score -4782848 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 24925 members Entering Unmasked Estep Score: -4783065.000000 Penalty: 5103.067871 Iteration 23Q: 3 clusters Score -4783065 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 25354 members Entering Unmasked Estep Score: -4783267.000000 Penalty: 5103.067871 Iteration 24Q: 3 clusters Score -4783267 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 25718 members Entering Unmasked Estep Score: -4783438.500000 Penalty: 5103.067871 Iteration 25Q: 3 clusters Score -4783438 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 26042 members Entering Unmasked Estep Score: -4783566.500000 Penalty: 5103.067871 Iteration 26Q: 3 clusters Score -4783566 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 26319 members Entering Unmasked Estep Score: -4783670.500000 Penalty: 5103.067871 Iteration 27Q: 3 clusters Score -4783670 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 26518 members Entering Unmasked Estep Score: -4783740.000000 Penalty: 5103.067871 Iteration 28Q: 3 clusters Score -4783740 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 26681 members Entering Unmasked Estep Score: -4783811.500000 Penalty: 5103.067871 Iteration 29Q: 3 clusters Score -4783812 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 26801 members Entering Unmasked Estep Score: -4783847.000000 Penalty: 5103.067871 Iteration 30Q: 3 clusters Score -4783847 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 26907 members Entering Unmasked Estep Score: -4783869.000000 Penalty: 5103.067871 Iteration 31Q: 3 clusters Score -4783869 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 27017 members Entering Unmasked Estep Score: -4783909.000000 Penalty: 5103.067871 Iteration 32Q: 3 clusters Score -4783909 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 27111 members Entering Unmasked Estep Score: -4783934.500000 Penalty: 5103.067871 Iteration 33Q: 3 clusters Score -4783934 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 27203 members Entering Unmasked Estep Score: -4783958.500000 Penalty: 5103.067871 Iteration 34Q: 3 clusters Score -4783958 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 27282 members Entering Unmasked Estep Score: -4783974.000000 Penalty: 5103.067871 Iteration 35Q: 3 clusters Score -4783974 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 27336 members Entering Unmasked Estep Score: -4783984.500000 Penalty: 5103.067871 Iteration 36Q: 3 clusters Score -4783984 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 27403 members Entering Unmasked Estep Score: -4784014.000000 Penalty: 5103.067871 Iteration 37Q: 3 clusters Score -4784014 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 27469 members Entering Unmasked Estep Score: -4784051.000000 Penalty: 5103.067871 Iteration 38Q: 3 clusters Score -4784051 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 27526 members Entering Unmasked Estep Score: -4784071.000000 Penalty: 5103.067871 Iteration 39Q: 3 clusters Score -4784071 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 27571 members Entering Unmasked Estep Score: -4784087.000000 Penalty: 5103.067871 Iteration 40F: 3 clusters Score -4784087 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 27609 members Entering Unmasked Estep Score: -4784098.000000 Penalty: 5103.067871 Iteration 41Q: 3 clusters Score -4784098 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 27639 members Entering Unmasked Estep Score: -4784108.000000 Penalty: 5103.067871 Iteration 42Q: 3 clusters Score -4784108 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 27662 members Entering Unmasked Estep Score: -4784114.000000 Penalty: 5103.067871 Iteration 43Q: 3 clusters Score -4784114 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 27679 members Entering Unmasked Estep Score: -4784110.500000 Penalty: 5103.067871 Iteration 44Q: 3 clusters Score -4784110 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 27698 members Entering Unmasked Estep Score: -4784116.000000 Penalty: 5103.067871 Iteration 45Q: 3 clusters Score -4784116 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 27706 members Entering Unmasked Estep Score: -4784116.000000 Penalty: 5103.067871 Iteration 46Q: 3 clusters Score -4784116 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 27714 members Entering Unmasked Estep Score: -4784117.500000 Penalty: 5103.067871 Iteration 47Q: 3 clusters Score -4784118 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 27725 members Entering Unmasked Estep Score: -4784134.500000 Penalty: 5103.067871 Iteration 48Q: 3 clusters Score -4784134 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 27734 members Entering Unmasked Estep Score: -4784135.000000 Penalty: 5103.067871 Iteration 49Q: 3 clusters Score -4784135 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 27741 members Entering Unmasked Estep Score: -4784134.500000 Penalty: 5103.067871 Iteration 50Q: 3 clusters Score -4784134 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 27745 members Entering Unmasked Estep Score: -4784141.000000 Penalty: 5103.067871 Iteration 51Q: 3 clusters Score -4784141 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 27747 members Entering Unmasked Estep Score: -4784137.500000 Penalty: 5103.067871 Iteration 52Q: 3 clusters Score -4784138 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 27750 members Entering Unmasked Estep Score: -4784137.500000 Penalty: 5103.067871 Iteration 53Q: 3 clusters Score -4784138 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 27751 members Entering Unmasked Estep Score: -4784138.000000 Penalty: 5103.067871 Iteration 54Q: 3 clusters Score -4784138 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 27751 members Entering Unmasked Estep Score: -4784138.000000 Penalty: 5103.067871 Iteration 55F: 3 clusters Score -4784138 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (9856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Entering Unmasked Estep Score: -1565451.000000 Penalty: 2280.567383 Iteration 0F: 2 clusters Score -1565451 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -1557969.125000 Penalty: 4561.134766 Iteration 0F: 3 clusters Score -1557969 nChanged 4057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -1560302.125000 Penalty: 4561.134766 Iteration 1F: 3 clusters Score -1560302 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -1560896.375000 Penalty: 4561.134766 Iteration 2F: 3 clusters Score -1560896 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -1561539.250000 Penalty: 4561.134766 Iteration 3F: 3 clusters Score -1561539 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -1562242.750000 Penalty: 4561.134766 Iteration 4F: 3 clusters Score -1562243 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -1562877.500000 Penalty: 4561.134766 Iteration 5F: 3 clusters Score -1562878 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6975 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -1563376.750000 Penalty: 4561.134766 Iteration 6F: 3 clusters Score -1563377 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -1563684.875000 Penalty: 4561.134766 Iteration 7Q: 3 clusters Score -1563685 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -1563867.750000 Penalty: 4561.134766 Iteration 8Q: 3 clusters Score -1563868 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7568 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -1563969.250000 Penalty: 4561.134766 Iteration 9Q: 3 clusters Score -1563969 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -1564029.250000 Penalty: 4561.134766 Iteration 10Q: 3 clusters Score -1564029 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -1564063.750000 Penalty: 4561.134766 Iteration 11Q: 3 clusters Score -1564064 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -1564097.500000 Penalty: 4561.134766 Iteration 12Q: 3 clusters Score -1564098 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7878 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -1564109.750000 Penalty: 4561.134766 Iteration 13Q: 3 clusters Score -1564110 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -1564116.125000 Penalty: 4561.134766 Iteration 14Q: 3 clusters Score -1564116 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -1564128.125000 Penalty: 4561.134766 Iteration 15Q: 3 clusters Score -1564128 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -1564132.625000 Penalty: 4561.134766 Iteration 16Q: 3 clusters Score -1564133 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8005 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -1564141.250000 Penalty: 4561.134766 Iteration 17Q: 3 clusters Score -1564141 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8028 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -1564151.750000 Penalty: 4561.134766 Iteration 18Q: 3 clusters Score -1564152 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8053 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -1564154.875000 Penalty: 4561.134766 Iteration 19Q: 3 clusters Score -1564155 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -1564163.125000 Penalty: 4561.134766 Iteration 20F: 3 clusters Score -1564163 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8086 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -1564164.625000 Penalty: 4561.134766 Iteration 21Q: 3 clusters Score -1564165 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -1564162.625000 Penalty: 4561.134766 Iteration 22Q: 3 clusters Score -1564163 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8103 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -1564167.750000 Penalty: 4561.134766 Iteration 23Q: 3 clusters Score -1564168 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8110 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -1564166.750000 Penalty: 4561.134766 Iteration 24Q: 3 clusters Score -1564167 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1564167.875000 Penalty: 4561.134766 Iteration 25Q: 3 clusters Score -1564168 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1564170.875000 Penalty: 4561.134766 Iteration 26Q: 3 clusters Score -1564171 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1564168.500000 Penalty: 4561.134766 Iteration 27Q: 3 clusters Score -1564168 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8122 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1564171.125000 Penalty: 4561.134766 Iteration 28Q: 3 clusters Score -1564171 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8122 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1564171.125000 Penalty: 4561.134766 Iteration 29F: 3 clusters Score -1564171 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -119211.679688 Penalty: 1650.868164 Iteration 0F: 2 clusters Score -119211.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -117524.968750 Penalty: 3301.736328 Iteration 0F: 3 clusters Score -117525 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -117841.070312 Penalty: 3301.736328 Iteration 1F: 3 clusters Score -117841.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -118013.632812 Penalty: 3301.736328 Iteration 2F: 3 clusters Score -118013.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -118170.203125 Penalty: 3301.736328 Iteration 3F: 3 clusters Score -118170.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -118264.632812 Penalty: 3301.736328 Iteration 4Q: 3 clusters Score -118264.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -118310.664062 Penalty: 3301.736328 Iteration 5Q: 3 clusters Score -118310.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -118339.851562 Penalty: 3301.736328 Iteration 6Q: 3 clusters Score -118339.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -118353.726562 Penalty: 3301.736328 Iteration 7Q: 3 clusters Score -118353.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -118363.242188 Penalty: 3301.736328 Iteration 8Q: 3 clusters Score -118363.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -118370.609375 Penalty: 3301.736328 Iteration 9Q: 3 clusters Score -118370.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -118374.453125 Penalty: 3301.736328 Iteration 10Q: 3 clusters Score -118374.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -118377.835938 Penalty: 3301.736328 Iteration 11Q: 3 clusters Score -118377.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -118378.679688 Penalty: 3301.736328 Iteration 12F: 3 clusters Score -118378.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -118392.281250 Penalty: 3301.736328 Iteration 13Q: 3 clusters Score -118392.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -118413.296875 Penalty: 3301.736328 Iteration 14Q: 3 clusters Score -118413.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -118422.250000 Penalty: 3301.736328 Iteration 15Q: 3 clusters Score -118422.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -118432.484375 Penalty: 3301.736328 Iteration 16Q: 3 clusters Score -118432.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -118444.695312 Penalty: 3301.736328 Iteration 17Q: 3 clusters Score -118444.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -118449.312500 Penalty: 3301.736328 Iteration 18Q: 3 clusters Score -118449.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -118450.515625 Penalty: 3301.736328 Iteration 19Q: 3 clusters Score -118450.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -118450.515625 Penalty: 3301.736328 Iteration 20F: 3 clusters Score -118450.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -46629.707031 Penalty: 1455.585693 Iteration 0F: 2 clusters Score -46629.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -45410.691406 Penalty: 2911.171387 Iteration 0F: 3 clusters Score -45410.69 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -45665.605469 Penalty: 2911.171387 Iteration 1F: 3 clusters Score -45665.61 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -45816.015625 Penalty: 2911.171387 Iteration 2F: 3 clusters Score -45816.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -45991.816406 Penalty: 2911.171387 Iteration 3F: 3 clusters Score -45991.82 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -46125.234375 Penalty: 2911.171387 Iteration 4Q: 3 clusters Score -46125.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -46250.562500 Penalty: 2911.171387 Iteration 5Q: 3 clusters Score -46250.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -46349.878906 Penalty: 2911.171387 Iteration 6Q: 3 clusters Score -46349.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -46392.667969 Penalty: 2911.171387 Iteration 7Q: 3 clusters Score -46392.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -46429.949219 Penalty: 2911.171387 Iteration 8Q: 3 clusters Score -46429.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -46432.199219 Penalty: 2911.171387 Iteration 9Q: 3 clusters Score -46432.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -46432.199219 Penalty: 2911.171387 Iteration 10F: 3 clusters Score -46432.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (769 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Entering Unmasked Estep Score: -108833.281250 Penalty: 1647.982544 Iteration 0F: 2 clusters Score -108833.3 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 364 members Entering Unmasked Estep Score: -107127.226562 Penalty: 3295.965088 Iteration 0F: 3 clusters Score -107127.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -107411.625000 Penalty: 3295.965088 Iteration 1F: 3 clusters Score -107411.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -107502.953125 Penalty: 3295.965088 Iteration 2Q: 3 clusters Score -107503 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -107578.835938 Penalty: 3295.965088 Iteration 3Q: 3 clusters Score -107578.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -107650.484375 Penalty: 3295.965088 Iteration 4Q: 3 clusters Score -107650.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -107704.859375 Penalty: 3295.965088 Iteration 5Q: 3 clusters Score -107704.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -107749.195312 Penalty: 3295.965088 Iteration 6Q: 3 clusters Score -107749.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -107794.289062 Penalty: 3295.965088 Iteration 7Q: 3 clusters Score -107794.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -107832.312500 Penalty: 3295.965088 Iteration 8Q: 3 clusters Score -107832.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -107854.195312 Penalty: 3295.965088 Iteration 9Q: 3 clusters Score -107854.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -107877.429688 Penalty: 3295.965088 Iteration 10Q: 3 clusters Score -107877.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -107891.992188 Penalty: 3295.965088 Iteration 11Q: 3 clusters Score -107892 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -107896.320312 Penalty: 3295.965088 Iteration 12Q: 3 clusters Score -107896.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -107898.945312 Penalty: 3295.965088 Iteration 13Q: 3 clusters Score -107898.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -107902.039062 Penalty: 3295.965088 Iteration 14Q: 3 clusters Score -107902 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -107902.039062 Penalty: 3295.965088 Iteration 15F: 3 clusters Score -107902 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Entering Unmasked Estep Score: -709292.937500 Penalty: 2076.698730 Iteration 0F: 2 clusters Score -709292.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -705276.937500 Penalty: 4153.397461 Iteration 0F: 3 clusters Score -705276.9 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -706334.062500 Penalty: 4153.397461 Iteration 1F: 3 clusters Score -706334.1 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -706688.437500 Penalty: 4153.397461 Iteration 2F: 3 clusters Score -706688.4 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -707055.312500 Penalty: 4153.397461 Iteration 3F: 3 clusters Score -707055.3 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -707427.125000 Penalty: 4153.397461 Iteration 4F: 3 clusters Score -707427.1 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -707738.375000 Penalty: 4153.397461 Iteration 5F: 3 clusters Score -707738.4 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -707929.125000 Penalty: 4153.397461 Iteration 6F: 3 clusters Score -707929.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -708039.250000 Penalty: 4153.397461 Iteration 7Q: 3 clusters Score -708039.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -708100.562500 Penalty: 4153.397461 Iteration 8Q: 3 clusters Score -708100.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -708138.125000 Penalty: 4153.397461 Iteration 9Q: 3 clusters Score -708138.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -708165.250000 Penalty: 4153.397461 Iteration 10Q: 3 clusters Score -708165.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -708190.375000 Penalty: 4153.397461 Iteration 11Q: 3 clusters Score -708190.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -708212.375000 Penalty: 4153.397461 Iteration 12Q: 3 clusters Score -708212.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -708229.562500 Penalty: 4153.397461 Iteration 13Q: 3 clusters Score -708229.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -708240.187500 Penalty: 4153.397461 Iteration 14Q: 3 clusters Score -708240.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -708252.750000 Penalty: 4153.397461 Iteration 15Q: 3 clusters Score -708252.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -708264.812500 Penalty: 4153.397461 Iteration 16Q: 3 clusters Score -708264.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -708276.562500 Penalty: 4153.397461 Iteration 17Q: 3 clusters Score -708276.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -708291.812500 Penalty: 4153.397461 Iteration 18Q: 3 clusters Score -708291.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -708301.375000 Penalty: 4153.397461 Iteration 19Q: 3 clusters Score -708301.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -708304.562500 Penalty: 4153.397461 Iteration 20F: 3 clusters Score -708304.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -708311.812500 Penalty: 4153.397461 Iteration 21Q: 3 clusters Score -708311.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -708315.750000 Penalty: 4153.397461 Iteration 22Q: 3 clusters Score -708315.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -708321.937500 Penalty: 4153.397461 Iteration 23Q: 3 clusters Score -708321.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -708324.750000 Penalty: 4153.397461 Iteration 24Q: 3 clusters Score -708324.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -708326.187500 Penalty: 4153.397461 Iteration 25Q: 3 clusters Score -708326.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -708331.437500 Penalty: 4153.397461 Iteration 26Q: 3 clusters Score -708331.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -708340.312500 Penalty: 4153.397461 Iteration 27Q: 3 clusters Score -708340.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -708345.375000 Penalty: 4153.397461 Iteration 28Q: 3 clusters Score -708345.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -708351.437500 Penalty: 4153.397461 Iteration 29Q: 3 clusters Score -708351.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -708361.062500 Penalty: 4153.397461 Iteration 30Q: 3 clusters Score -708361.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -708368.750000 Penalty: 4153.397461 Iteration 31Q: 3 clusters Score -708368.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -708375.000000 Penalty: 4153.397461 Iteration 32Q: 3 clusters Score -708375 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -708382.562500 Penalty: 4153.397461 Iteration 33Q: 3 clusters Score -708382.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -708390.437500 Penalty: 4153.397461 Iteration 34Q: 3 clusters Score -708390.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -708399.937500 Penalty: 4153.397461 Iteration 35Q: 3 clusters Score -708399.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -708405.937500 Penalty: 4153.397461 Iteration 36Q: 3 clusters Score -708405.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -708410.875000 Penalty: 4153.397461 Iteration 37Q: 3 clusters Score -708410.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -708418.375000 Penalty: 4153.397461 Iteration 38Q: 3 clusters Score -708418.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -708428.875000 Penalty: 4153.397461 Iteration 39Q: 3 clusters Score -708428.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -708440.250000 Penalty: 4153.397461 Iteration 40F: 3 clusters Score -708440.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -708448.812500 Penalty: 4153.397461 Iteration 41Q: 3 clusters Score -708448.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -708453.875000 Penalty: 4153.397461 Iteration 42Q: 3 clusters Score -708453.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -708455.312500 Penalty: 4153.397461 Iteration 43Q: 3 clusters Score -708455.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -708454.625000 Penalty: 4153.397461 Iteration 44Q: 3 clusters Score -708454.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -708457.125000 Penalty: 4153.397461 Iteration 45Q: 3 clusters Score -708457.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -708457.687500 Penalty: 4153.397461 Iteration 46Q: 3 clusters Score -708457.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -708457.500000 Penalty: 4153.397461 Iteration 47Q: 3 clusters Score -708457.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -708459.062500 Penalty: 4153.397461 Iteration 48Q: 3 clusters Score -708459.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -708459.687500 Penalty: 4153.397461 Iteration 49Q: 3 clusters Score -708459.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -708460.062500 Penalty: 4153.397461 Iteration 50Q: 3 clusters Score -708460.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -708462.375000 Penalty: 4153.397461 Iteration 51Q: 3 clusters Score -708462.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -708462.875000 Penalty: 4153.397461 Iteration 52Q: 3 clusters Score -708462.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -708463.812500 Penalty: 4153.397461 Iteration 53Q: 3 clusters Score -708463.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -708465.500000 Penalty: 4153.397461 Iteration 54Q: 3 clusters Score -708465.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -708467.562500 Penalty: 4153.397461 Iteration 55Q: 3 clusters Score -708467.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -708468.750000 Penalty: 4153.397461 Iteration 56Q: 3 clusters Score -708468.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -708467.937500 Penalty: 4153.397461 Iteration 57Q: 3 clusters Score -708467.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -708468.500000 Penalty: 4153.397461 Iteration 58Q: 3 clusters Score -708468.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -708468.500000 Penalty: 4153.397461 Iteration 59F: 3 clusters Score -708468.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (51373 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51373 members Entering Unmasked Estep Score: -8426971.000000 Penalty: 2690.023193 Iteration 0F: 2 clusters Score -8426971 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25742 members Mstep: Class 2 contains 25631 members Entering Unmasked Estep Score: -8395314.000000 Penalty: 5380.046387 Iteration 0F: 3 clusters Score -8395314 nChanged 23776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25898 members Mstep: Class 2 contains 25475 members Entering Unmasked Estep Score: -8408579.000000 Penalty: 5380.046387 Iteration 1F: 3 clusters Score -8408579 nChanged 2330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26086 members Mstep: Class 2 contains 25287 members Entering Unmasked Estep Score: -8409391.000000 Penalty: 5380.046387 Iteration 2Q: 3 clusters Score -8409391 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26316 members Mstep: Class 2 contains 25057 members Entering Unmasked Estep Score: -8410157.000000 Penalty: 5380.046387 Iteration 3Q: 3 clusters Score -8410157 nChanged 2281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26677 members Mstep: Class 2 contains 24696 members Entering Unmasked Estep Score: -8410963.000000 Penalty: 5380.046387 Iteration 4Q: 3 clusters Score -8410963 nChanged 2230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27141 members Mstep: Class 2 contains 24232 members Entering Unmasked Estep Score: -8411933.000000 Penalty: 5380.046387 Iteration 5Q: 3 clusters Score -8411933 nChanged 2513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27740 members Mstep: Class 2 contains 23633 members Entering Unmasked Estep Score: -8413200.000000 Penalty: 5380.046387 Iteration 6Q: 3 clusters Score -8413200 nChanged 2701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28481 members Mstep: Class 2 contains 22892 members Entering Unmasked Estep Score: -8414679.000000 Penalty: 5380.046387 Iteration 7F: 3 clusters Score -8414679 nChanged 2798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29353 members Mstep: Class 2 contains 22020 members Entering Unmasked Estep Score: -8416298.000000 Penalty: 5380.046387 Iteration 8F: 3 clusters Score -8416298 nChanged 2701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30192 members Mstep: Class 2 contains 21181 members Entering Unmasked Estep Score: -8417999.000000 Penalty: 5380.046387 Iteration 9F: 3 clusters Score -8417999 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30951 members Mstep: Class 2 contains 20422 members Entering Unmasked Estep Score: -8419311.000000 Penalty: 5380.046387 Iteration 10Q: 3 clusters Score -8419311 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31531 members Mstep: Class 2 contains 19842 members Entering Unmasked Estep Score: -8420019.000000 Penalty: 5380.046387 Iteration 11Q: 3 clusters Score -8420019 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32060 members Mstep: Class 2 contains 19313 members Entering Unmasked Estep Score: -8420424.000000 Penalty: 5380.046387 Iteration 12Q: 3 clusters Score -8420424 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32553 members Mstep: Class 2 contains 18820 members Entering Unmasked Estep Score: -8420651.000000 Penalty: 5380.046387 Iteration 13Q: 3 clusters Score -8420651 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33021 members Mstep: Class 2 contains 18352 members Entering Unmasked Estep Score: -8420842.000000 Penalty: 5380.046387 Iteration 14Q: 3 clusters Score -8420842 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33480 members Mstep: Class 2 contains 17893 members Entering Unmasked Estep Score: -8420988.000000 Penalty: 5380.046387 Iteration 15Q: 3 clusters Score -8420988 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33952 members Mstep: Class 2 contains 17421 members Entering Unmasked Estep Score: -8421140.000000 Penalty: 5380.046387 Iteration 16Q: 3 clusters Score -8421140 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34442 members Mstep: Class 2 contains 16931 members Entering Unmasked Estep Score: -8421297.000000 Penalty: 5380.046387 Iteration 17Q: 3 clusters Score -8421297 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34882 members Mstep: Class 2 contains 16491 members Entering Unmasked Estep Score: -8421420.000000 Penalty: 5380.046387 Iteration 18Q: 3 clusters Score -8421420 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35317 members Mstep: Class 2 contains 16056 members Entering Unmasked Estep Score: -8421518.000000 Penalty: 5380.046387 Iteration 19Q: 3 clusters Score -8421518 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35763 members Mstep: Class 2 contains 15610 members Entering Unmasked Estep Score: -8421658.000000 Penalty: 5380.046387 Iteration 20F: 3 clusters Score -8421658 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36188 members Mstep: Class 2 contains 15185 members Entering Unmasked Estep Score: -8421736.000000 Penalty: 5380.046387 Iteration 21Q: 3 clusters Score -8421736 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36606 members Mstep: Class 2 contains 14767 members Entering Unmasked Estep Score: -8421888.000000 Penalty: 5380.046387 Iteration 22Q: 3 clusters Score -8421888 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37014 members Mstep: Class 2 contains 14359 members Entering Unmasked Estep Score: -8422000.000000 Penalty: 5380.046387 Iteration 23Q: 3 clusters Score -8422000 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37388 members Mstep: Class 2 contains 13985 members Entering Unmasked Estep Score: -8422077.000000 Penalty: 5380.046387 Iteration 24Q: 3 clusters Score -8422077 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37782 members Mstep: Class 2 contains 13591 members Entering Unmasked Estep Score: -8422182.000000 Penalty: 5380.046387 Iteration 25Q: 3 clusters Score -8422182 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38169 members Mstep: Class 2 contains 13204 members Entering Unmasked Estep Score: -8422335.000000 Penalty: 5380.046387 Iteration 26Q: 3 clusters Score -8422335 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: 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contains 0 members Mstep: Class 1 contains 40337 members Mstep: Class 2 contains 11036 members Entering Unmasked Estep Score: -8423179.000000 Penalty: 5380.046387 Iteration 31Q: 3 clusters Score -8423179 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40763 members Mstep: Class 2 contains 10610 members Entering Unmasked Estep Score: -8423347.000000 Penalty: 5380.046387 Iteration 32Q: 3 clusters Score -8423347 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41200 members Mstep: Class 2 contains 10173 members Entering Unmasked Estep Score: -8423517.000000 Penalty: 5380.046387 Iteration 33Q: 3 clusters Score -8423517 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41657 members Mstep: Class 2 contains 9716 members Entering Unmasked Estep Score: -8423735.000000 Penalty: 5380.046387 Iteration 34Q: 3 clusters Score -8423735 nChanged 495 Entering 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nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43598 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -8424546.000000 Penalty: 5380.046387 Iteration 39Q: 3 clusters Score -8424546 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43921 members Mstep: Class 2 contains 7452 members Entering Unmasked Estep Score: -8424619.000000 Penalty: 5380.046387 Iteration 40F: 3 clusters Score -8424619 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44235 members Mstep: Class 2 contains 7138 members Entering Unmasked Estep Score: -8424705.000000 Penalty: 5380.046387 Iteration 41Q: 3 clusters Score -8424705 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44522 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -8424785.000000 Penalty: 5380.046387 Iteration 42Q: 3 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4010 members Entering Unmasked Estep Score: -8425658.000000 Penalty: 5380.046387 Iteration 58Q: 3 clusters Score -8425658 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47465 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -8425685.000000 Penalty: 5380.046387 Iteration 59Q: 3 clusters Score -8425685 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47559 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -8425726.000000 Penalty: 5380.046387 Iteration 60F: 3 clusters Score -8425726 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47653 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -8425745.000000 Penalty: 5380.046387 Iteration 61Q: 3 clusters Score -8425745 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47735 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -8425776.000000 Penalty: 5380.046387 Iteration 62Q: 3 clusters Score -8425776 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47818 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -8425784.000000 Penalty: 5380.046387 Iteration 63Q: 3 clusters Score -8425784 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47914 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -8425810.000000 Penalty: 5380.046387 Iteration 64Q: 3 clusters Score -8425810 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48002 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -8425845.000000 Penalty: 5380.046387 Iteration 65Q: 3 clusters Score -8425845 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48084 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -8425861.000000 Penalty: 5380.046387 Iteration 66Q: 3 clusters Score -8425861 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48166 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -8425875.000000 Penalty: 5380.046387 Iteration 67Q: 3 clusters Score -8425875 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48249 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -8425916.000000 Penalty: 5380.046387 Iteration 68Q: 3 clusters Score -8425916 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48346 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -8425938.000000 Penalty: 5380.046387 Iteration 69Q: 3 clusters Score -8425938 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48404 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -8425947.000000 Penalty: 5380.046387 Iteration 70Q: 3 clusters Score -8425947 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48462 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -8425960.000000 Penalty: 5380.046387 Iteration 71Q: 3 clusters Score -8425960 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48523 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -8425986.000000 Penalty: 5380.046387 Iteration 72Q: 3 clusters Score -8425986 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48575 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -8425978.000000 Penalty: 5380.046387 Iteration 73Q: 3 clusters Score -8425978 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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contains 0 members Mstep: Class 1 contains 48741 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -8425993.000000 Penalty: 5380.046387 Iteration 78Q: 3 clusters Score -8425993 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48763 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -8425994.000000 Penalty: 5380.046387 Iteration 79Q: 3 clusters Score -8425994 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48779 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -8425983.000000 Penalty: 5380.046387 Iteration 80F: 3 clusters Score -8425983 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48792 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -8425979.000000 Penalty: 5380.046387 Iteration 81Q: 3 clusters Score -8425979 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48812 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -8425990.000000 Penalty: 5380.046387 Iteration 82Q: 3 clusters Score -8425990 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48824 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -8425992.000000 Penalty: 5380.046387 Iteration 83Q: 3 clusters Score -8425992 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48837 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -8425996.000000 Penalty: 5380.046387 Iteration 84Q: 3 clusters Score -8425996 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48850 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -8425996.000000 Penalty: 5380.046387 Iteration 85Q: 3 clusters Score -8425996 nChanged 16 Entering 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nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48905 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -8425999.000000 Penalty: 5380.046387 Iteration 90Q: 3 clusters Score -8425999 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48912 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -8426001.000000 Penalty: 5380.046387 Iteration 91Q: 3 clusters Score -8426001 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48925 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -8426007.000000 Penalty: 5380.046387 Iteration 92Q: 3 clusters Score -8426007 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48931 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -8426004.000000 Penalty: 5380.046387 Iteration 93Q: 3 clusters 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Unmasked Estep Score: -8426000.000000 Penalty: 5380.046387 Iteration 109Q: 3 clusters Score -8426000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48998 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -8425997.000000 Penalty: 5380.046387 Iteration 110Q: 3 clusters Score -8425997 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49002 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -8425994.000000 Penalty: 5380.046387 Iteration 111Q: 3 clusters Score -8425994 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49007 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -8426004.000000 Penalty: 5380.046387 Iteration 112Q: 3 clusters Score -8426004 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49020 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -8425996.000000 Penalty: 5380.046387 Iteration 113Q: 3 clusters Score -8425996 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49035 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -8426001.000000 Penalty: 5380.046387 Iteration 114Q: 3 clusters Score -8426001 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49043 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -8426006.000000 Penalty: 5380.046387 Iteration 115Q: 3 clusters Score -8426006 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49052 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -8425997.000000 Penalty: 5380.046387 Iteration 116Q: 3 clusters Score -8425997 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49054 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -8425992.000000 Penalty: 5380.046387 Iteration 117Q: 3 clusters Score -8425992 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49055 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -8425997.000000 Penalty: 5380.046387 Iteration 118Q: 3 clusters Score -8425997 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49055 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -8425997.000000 Penalty: 5380.046387 Iteration 119F: 3 clusters Score -8425997 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -71173.648438 Penalty: 1566.208862 Iteration 0F: 2 clusters Score -71173.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -69799.625000 Penalty: 3132.417725 Iteration 0F: 3 clusters Score -69799.62 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -70362.734375 Penalty: 3132.417725 Iteration 1F: 3 clusters Score -70362.73 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -70574.523438 Penalty: 3132.417725 Iteration 2F: 3 clusters Score -70574.52 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -70694.007812 Penalty: 3132.417725 Iteration 3F: 3 clusters Score -70694.01 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -70770.445312 Penalty: 3132.417725 Iteration 4Q: 3 clusters Score -70770.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -70814.242188 Penalty: 3132.417725 Iteration 5Q: 3 clusters Score -70814.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -70840.039062 Penalty: 3132.417725 Iteration 6Q: 3 clusters Score -70840.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -70845.492188 Penalty: 3132.417725 Iteration 7Q: 3 clusters Score -70845.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -70848.773438 Penalty: 3132.417725 Iteration 8Q: 3 clusters Score -70848.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -70853.531250 Penalty: 3132.417725 Iteration 9Q: 3 clusters Score -70853.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -70856.945312 Penalty: 3132.417725 Iteration 10Q: 3 clusters Score -70856.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -70856.945312 Penalty: 3132.417725 Iteration 11F: 3 clusters Score -70856.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Entering Unmasked Estep Score: -642022.000000 Penalty: 2050.709229 Iteration 0F: 2 clusters Score -642022 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -638235.875000 Penalty: 4101.418457 Iteration 0F: 3 clusters Score -638235.9 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -639057.125000 Penalty: 4101.418457 Iteration 1F: 3 clusters Score -639057.1 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -639236.000000 Penalty: 4101.418457 Iteration 2F: 3 clusters Score -639236 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -639343.250000 Penalty: 4101.418457 Iteration 3Q: 3 clusters Score -639343.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -639407.312500 Penalty: 4101.418457 Iteration 4Q: 3 clusters Score -639407.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -639465.187500 Penalty: 4101.418457 Iteration 5Q: 3 clusters Score -639465.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -639508.375000 Penalty: 4101.418457 Iteration 6Q: 3 clusters Score -639508.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -639551.062500 Penalty: 4101.418457 Iteration 7Q: 3 clusters Score -639551.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -639583.750000 Penalty: 4101.418457 Iteration 8Q: 3 clusters Score -639583.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -639611.750000 Penalty: 4101.418457 Iteration 9Q: 3 clusters Score -639611.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -639634.562500 Penalty: 4101.418457 Iteration 10Q: 3 clusters Score -639634.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -639666.562500 Penalty: 4101.418457 Iteration 11Q: 3 clusters Score -639666.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -639692.937500 Penalty: 4101.418457 Iteration 12Q: 3 clusters Score -639692.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -639727.125000 Penalty: 4101.418457 Iteration 13Q: 3 clusters Score -639727.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -639782.937500 Penalty: 4101.418457 Iteration 14Q: 3 clusters Score -639782.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -639862.562500 Penalty: 4101.418457 Iteration 15Q: 3 clusters Score -639862.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -639959.500000 Penalty: 4101.418457 Iteration 16Q: 3 clusters Score -639959.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -640053.875000 Penalty: 4101.418457 Iteration 17Q: 3 clusters Score -640053.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -640162.062500 Penalty: 4101.418457 Iteration 18Q: 3 clusters Score -640162.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -640252.062500 Penalty: 4101.418457 Iteration 19Q: 3 clusters Score -640252.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -640316.375000 Penalty: 4101.418457 Iteration 20F: 3 clusters Score -640316.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -640358.000000 Penalty: 4101.418457 Iteration 21Q: 3 clusters Score -640358 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -640384.062500 Penalty: 4101.418457 Iteration 22Q: 3 clusters Score -640384.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -640404.125000 Penalty: 4101.418457 Iteration 23Q: 3 clusters Score -640404.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -640418.562500 Penalty: 4101.418457 Iteration 24Q: 3 clusters Score -640418.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -640430.875000 Penalty: 4101.418457 Iteration 25Q: 3 clusters Score -640430.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -640447.625000 Penalty: 4101.418457 Iteration 26Q: 3 clusters Score -640447.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -640462.312500 Penalty: 4101.418457 Iteration 27Q: 3 clusters Score -640462.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -640472.125000 Penalty: 4101.418457 Iteration 28Q: 3 clusters Score -640472.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -640478.312500 Penalty: 4101.418457 Iteration 29Q: 3 clusters Score -640478.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -640484.000000 Penalty: 4101.418457 Iteration 30Q: 3 clusters Score -640484 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -640489.812500 Penalty: 4101.418457 Iteration 31Q: 3 clusters Score -640489.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -640492.625000 Penalty: 4101.418457 Iteration 32Q: 3 clusters Score -640492.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -640498.937500 Penalty: 4101.418457 Iteration 33Q: 3 clusters Score -640498.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -640503.062500 Penalty: 4101.418457 Iteration 34Q: 3 clusters Score -640503.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -640507.312500 Penalty: 4101.418457 Iteration 35Q: 3 clusters Score -640507.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -640511.750000 Penalty: 4101.418457 Iteration 36Q: 3 clusters Score -640511.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -640516.375000 Penalty: 4101.418457 Iteration 37Q: 3 clusters Score -640516.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -640520.125000 Penalty: 4101.418457 Iteration 38Q: 3 clusters Score -640520.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -640523.437500 Penalty: 4101.418457 Iteration 39Q: 3 clusters Score -640523.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -640528.062500 Penalty: 4101.418457 Iteration 40F: 3 clusters Score -640528.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -640530.312500 Penalty: 4101.418457 Iteration 41Q: 3 clusters Score -640530.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -640533.187500 Penalty: 4101.418457 Iteration 42Q: 3 clusters Score -640533.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -640535.125000 Penalty: 4101.418457 Iteration 43Q: 3 clusters Score -640535.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -640539.875000 Penalty: 4101.418457 Iteration 44Q: 3 clusters Score -640539.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -640540.125000 Penalty: 4101.418457 Iteration 45Q: 3 clusters Score -640540.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -640543.875000 Penalty: 4101.418457 Iteration 46Q: 3 clusters Score -640543.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -640543.375000 Penalty: 4101.418457 Iteration 47Q: 3 clusters Score -640543.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -640543.875000 Penalty: 4101.418457 Iteration 48Q: 3 clusters Score -640543.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -640544.750000 Penalty: 4101.418457 Iteration 49Q: 3 clusters Score -640544.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -640546.187500 Penalty: 4101.418457 Iteration 50Q: 3 clusters Score -640546.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -640545.875000 Penalty: 4101.418457 Iteration 51Q: 3 clusters Score -640545.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -640545.875000 Penalty: 4101.418457 Iteration 52F: 3 clusters Score -640545.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Entering Unmasked Estep Score: -949443.875000 Penalty: 2158.634277 Iteration 0F: 2 clusters Score -949443.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -944280.312500 Penalty: 4317.268555 Iteration 0F: 3 clusters Score -944280.3 nChanged 2330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -945650.687500 Penalty: 4317.268555 Iteration 1F: 3 clusters Score -945650.7 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -945974.625000 Penalty: 4317.268555 Iteration 2F: 3 clusters Score -945974.6 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -946264.875000 Penalty: 4317.268555 Iteration 3F: 3 clusters Score -946264.9 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -946583.375000 Penalty: 4317.268555 Iteration 4F: 3 clusters Score -946583.4 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -947005.687500 Penalty: 4317.268555 Iteration 5F: 3 clusters Score -947005.7 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -947468.125000 Penalty: 4317.268555 Iteration 6F: 3 clusters Score -947468.1 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -947945.750000 Penalty: 4317.268555 Iteration 7F: 3 clusters Score -947945.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -948301.125000 Penalty: 4317.268555 Iteration 8F: 3 clusters Score -948301.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -948504.250000 Penalty: 4317.268555 Iteration 9Q: 3 clusters Score -948504.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -948624.187500 Penalty: 4317.268555 Iteration 10Q: 3 clusters Score -948624.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -948686.687500 Penalty: 4317.268555 Iteration 11Q: 3 clusters Score -948686.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -948718.187500 Penalty: 4317.268555 Iteration 12Q: 3 clusters Score -948718.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -948735.062500 Penalty: 4317.268555 Iteration 13Q: 3 clusters Score -948735.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -948746.937500 Penalty: 4317.268555 Iteration 14Q: 3 clusters Score -948746.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -948750.750000 Penalty: 4317.268555 Iteration 15Q: 3 clusters Score -948750.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -948754.000000 Penalty: 4317.268555 Iteration 16Q: 3 clusters Score -948754 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -948758.062500 Penalty: 4317.268555 Iteration 17Q: 3 clusters Score -948758.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -948758.875000 Penalty: 4317.268555 Iteration 18Q: 3 clusters Score -948758.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -948761.000000 Penalty: 4317.268555 Iteration 19Q: 3 clusters Score -948761 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -948762.312500 Penalty: 4317.268555 Iteration 20F: 3 clusters Score -948762.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -948764.562500 Penalty: 4317.268555 Iteration 21Q: 3 clusters Score -948764.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -948763.875000 Penalty: 4317.268555 Iteration 22Q: 3 clusters Score -948763.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -948763.625000 Penalty: 4317.268555 Iteration 23Q: 3 clusters Score -948763.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -948763.750000 Penalty: 4317.268555 Iteration 24Q: 3 clusters Score -948763.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -948764.625000 Penalty: 4317.268555 Iteration 25Q: 3 clusters Score -948764.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -948763.937500 Penalty: 4317.268555 Iteration 26Q: 3 clusters Score -948763.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -948763.937500 Penalty: 4317.268555 Iteration 27F: 3 clusters Score -948763.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Entering Unmasked Estep Score: -637245.625000 Penalty: 2047.638550 Iteration 0F: 2 clusters Score -637245.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -633456.250000 Penalty: 4095.277100 Iteration 0F: 3 clusters Score -633456.2 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -634319.312500 Penalty: 4095.277100 Iteration 1F: 3 clusters Score -634319.3 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -634516.750000 Penalty: 4095.277100 Iteration 2F: 3 clusters Score -634516.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -634652.187500 Penalty: 4095.277100 Iteration 3F: 3 clusters Score -634652.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -634783.812500 Penalty: 4095.277100 Iteration 4Q: 3 clusters Score -634783.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -634909.750000 Penalty: 4095.277100 Iteration 5Q: 3 clusters Score -634909.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -635026.437500 Penalty: 4095.277100 Iteration 6Q: 3 clusters Score -635026.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -635113.187500 Penalty: 4095.277100 Iteration 7Q: 3 clusters Score -635113.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -635209.875000 Penalty: 4095.277100 Iteration 8Q: 3 clusters Score -635209.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -635283.625000 Penalty: 4095.277100 Iteration 9Q: 3 clusters Score -635283.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -635344.437500 Penalty: 4095.277100 Iteration 10Q: 3 clusters Score -635344.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -635393.250000 Penalty: 4095.277100 Iteration 11Q: 3 clusters Score -635393.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -635441.500000 Penalty: 4095.277100 Iteration 12Q: 3 clusters Score -635441.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -635487.125000 Penalty: 4095.277100 Iteration 13Q: 3 clusters Score -635487.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -635524.812500 Penalty: 4095.277100 Iteration 14Q: 3 clusters Score -635524.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -635549.500000 Penalty: 4095.277100 Iteration 15Q: 3 clusters Score -635549.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -635569.625000 Penalty: 4095.277100 Iteration 16Q: 3 clusters Score -635569.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -635587.500000 Penalty: 4095.277100 Iteration 17Q: 3 clusters Score -635587.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -635606.750000 Penalty: 4095.277100 Iteration 18Q: 3 clusters Score -635606.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -635616.625000 Penalty: 4095.277100 Iteration 19Q: 3 clusters Score -635616.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -635626.250000 Penalty: 4095.277100 Iteration 20F: 3 clusters Score -635626.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -635634.687500 Penalty: 4095.277100 Iteration 21Q: 3 clusters Score -635634.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -635643.625000 Penalty: 4095.277100 Iteration 22Q: 3 clusters Score -635643.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -635649.062500 Penalty: 4095.277100 Iteration 23Q: 3 clusters Score -635649.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -635655.125000 Penalty: 4095.277100 Iteration 24Q: 3 clusters Score -635655.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -635659.812500 Penalty: 4095.277100 Iteration 25Q: 3 clusters Score -635659.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -635665.125000 Penalty: 4095.277100 Iteration 26Q: 3 clusters Score -635665.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -635670.125000 Penalty: 4095.277100 Iteration 27Q: 3 clusters Score -635670.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -635677.562500 Penalty: 4095.277100 Iteration 28Q: 3 clusters Score -635677.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -635682.187500 Penalty: 4095.277100 Iteration 29Q: 3 clusters Score -635682.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -635687.250000 Penalty: 4095.277100 Iteration 30Q: 3 clusters Score -635687.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -635689.125000 Penalty: 4095.277100 Iteration 31Q: 3 clusters Score -635689.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -635698.312500 Penalty: 4095.277100 Iteration 32Q: 3 clusters Score -635698.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -635702.937500 Penalty: 4095.277100 Iteration 33Q: 3 clusters Score -635702.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -635708.187500 Penalty: 4095.277100 Iteration 34Q: 3 clusters Score -635708.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -635710.312500 Penalty: 4095.277100 Iteration 35Q: 3 clusters Score -635710.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -635711.125000 Penalty: 4095.277100 Iteration 36Q: 3 clusters Score -635711.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -635711.625000 Penalty: 4095.277100 Iteration 37Q: 3 clusters Score -635711.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -635712.250000 Penalty: 4095.277100 Iteration 38Q: 3 clusters Score -635712.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -635711.687500 Penalty: 4095.277100 Iteration 39Q: 3 clusters Score -635711.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -635713.062500 Penalty: 4095.277100 Iteration 40F: 3 clusters Score -635713.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -49271.558594 Penalty: 1470.538086 Iteration 0F: 2 clusters Score -49271.56 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 190 members Entering Unmasked Estep Score: -48163.910156 Penalty: 2941.076172 Iteration 0F: 3 clusters Score -48163.91 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -48606.531250 Penalty: 2941.076172 Iteration 1F: 3 clusters Score -48606.53 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -48738.554688 Penalty: 2941.076172 Iteration 2F: 3 clusters Score -48738.55 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -48844.644531 Penalty: 2941.076172 Iteration 3F: 3 clusters Score -48844.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -48890.503906 Penalty: 2941.076172 Iteration 4Q: 3 clusters Score -48890.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -48965.890625 Penalty: 2941.076172 Iteration 5Q: 3 clusters Score -48965.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -49090.117188 Penalty: 2941.076172 Iteration 6Q: 3 clusters Score -49090.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -49140.738281 Penalty: 2941.076172 Iteration 7Q: 3 clusters Score -49140.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -49149.144531 Penalty: 2941.076172 Iteration 8Q: 3 clusters Score -49149.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -49155.796875 Penalty: 2941.076172 Iteration 9Q: 3 clusters Score -49155.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -49163.449219 Penalty: 2941.076172 Iteration 10Q: 3 clusters Score -49163.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -49163.449219 Penalty: 2941.076172 Iteration 11F: 3 clusters Score -49163.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Entering Unmasked Estep Score: -37226.078125 Penalty: 1421.868652 Iteration 0F: 2 clusters Score -37226.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -35988.457031 Penalty: 2843.737305 Iteration 0F: 3 clusters Score -35988.46 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -36208.167969 Penalty: 2843.737305 Iteration 1F: 3 clusters Score -36208.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -36282.593750 Penalty: 2843.737305 Iteration 2Q: 3 clusters Score -36282.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -36310.722656 Penalty: 2843.737305 Iteration 3Q: 3 clusters Score -36310.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -36329.449219 Penalty: 2843.737305 Iteration 4Q: 3 clusters Score -36329.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -36334.816406 Penalty: 2843.737305 Iteration 5Q: 3 clusters Score -36334.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -36334.816406 Penalty: 2843.737305 Iteration 6F: 3 clusters Score -36334.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (38549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38549 members Entering Unmasked Estep Score: -6452843.500000 Penalty: 2618.802002 Iteration 0F: 2 clusters Score -6452844 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19291 members Mstep: Class 2 contains 19258 members Entering Unmasked Estep Score: -6429492.500000 Penalty: 5237.604004 Iteration 0F: 3 clusters Score -6429492 nChanged 17384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19335 members Mstep: Class 2 contains 19214 members Entering Unmasked Estep Score: -6438948.500000 Penalty: 5237.604004 Iteration 1F: 3 clusters Score -6438948 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19468 members Mstep: Class 2 contains 19081 members Entering Unmasked Estep Score: -6439347.000000 Penalty: 5237.604004 Iteration 2Q: 3 clusters Score -6439347 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19623 members Mstep: Class 2 contains 18926 members Entering Unmasked Estep Score: -6439586.500000 Penalty: 5237.604004 Iteration 3Q: 3 clusters Score -6439586 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19873 members Mstep: Class 2 contains 18676 members Entering Unmasked Estep Score: -6439894.500000 Penalty: 5237.604004 Iteration 4Q: 3 clusters Score -6439894 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20205 members Mstep: Class 2 contains 18344 members Entering Unmasked Estep Score: -6440187.000000 Penalty: 5237.604004 Iteration 5Q: 3 clusters Score -6440187 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20651 members Mstep: Class 2 contains 17898 members Entering Unmasked Estep Score: -6440443.000000 Penalty: 5237.604004 Iteration 6Q: 3 clusters Score -6440443 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21213 members Mstep: Class 2 contains 17336 members Entering Unmasked Estep Score: -6440862.000000 Penalty: 5237.604004 Iteration 7Q: 3 clusters Score -6440862 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21991 members Mstep: Class 2 contains 16558 members Entering Unmasked Estep Score: -6441342.000000 Penalty: 5237.604004 Iteration 8Q: 3 clusters Score -6441342 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23018 members Mstep: Class 2 contains 15531 members Entering Unmasked Estep Score: -6441933.500000 Penalty: 5237.604004 Iteration 9Q: 3 clusters Score -6441934 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24355 members Mstep: Class 2 contains 14194 members Entering Unmasked Estep Score: -6442731.000000 Penalty: 5237.604004 Iteration 10Q: 3 clusters Score -6442731 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26087 members Mstep: Class 2 contains 12462 members Entering Unmasked Estep Score: -6443824.500000 Penalty: 5237.604004 Iteration 11F: 3 clusters Score -6443824 nChanged 2226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28141 members Mstep: Class 2 contains 10408 members Entering Unmasked Estep Score: -6445038.500000 Penalty: 5237.604004 Iteration 12F: 3 clusters Score -6445038 nChanged 2333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30336 members Mstep: Class 2 contains 8213 members Entering Unmasked Estep Score: -6446286.000000 Penalty: 5237.604004 Iteration 13F: 3 clusters Score -6446286 nChanged 2171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32421 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -6447519.000000 Penalty: 5237.604004 Iteration 14F: 3 clusters Score -6447519 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34087 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -6448480.500000 Penalty: 5237.604004 Iteration 15Q: 3 clusters Score -6448480 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35290 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -6449271.500000 Penalty: 5237.604004 Iteration 16Q: 3 clusters Score -6449272 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36140 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -6449796.500000 Penalty: 5237.604004 Iteration 17Q: 3 clusters Score -6449796 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36677 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -6450164.000000 Penalty: 5237.604004 Iteration 18Q: 3 clusters Score -6450164 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37032 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -6450368.500000 Penalty: 5237.604004 Iteration 19Q: 3 clusters Score -6450368 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37256 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -6450531.500000 Penalty: 5237.604004 Iteration 20F: 3 clusters Score -6450532 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37405 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -6450650.000000 Penalty: 5237.604004 Iteration 21Q: 3 clusters Score -6450650 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37513 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -6450733.500000 Penalty: 5237.604004 Iteration 22Q: 3 clusters Score -6450734 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37578 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -6450764.500000 Penalty: 5237.604004 Iteration 23Q: 3 clusters Score -6450764 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37636 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -6450804.000000 Penalty: 5237.604004 Iteration 24Q: 3 clusters Score -6450804 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37674 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -6450825.000000 Penalty: 5237.604004 Iteration 25Q: 3 clusters Score -6450825 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37693 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -6450838.000000 Penalty: 5237.604004 Iteration 26Q: 3 clusters Score -6450838 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37713 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -6450856.000000 Penalty: 5237.604004 Iteration 27Q: 3 clusters Score -6450856 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37721 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -6450857.000000 Penalty: 5237.604004 Iteration 28Q: 3 clusters Score -6450857 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37729 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -6450859.500000 Penalty: 5237.604004 Iteration 29Q: 3 clusters Score -6450860 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37736 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -6450850.500000 Penalty: 5237.604004 Iteration 30Q: 3 clusters Score -6450850 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37744 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -6450855.500000 Penalty: 5237.604004 Iteration 31Q: 3 clusters Score -6450856 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37752 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -6450857.000000 Penalty: 5237.604004 Iteration 32Q: 3 clusters Score -6450857 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37754 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -6450857.000000 Penalty: 5237.604004 Iteration 33Q: 3 clusters Score -6450857 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37757 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -6450856.000000 Penalty: 5237.604004 Iteration 34Q: 3 clusters Score -6450856 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37759 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -6450859.000000 Penalty: 5237.604004 Iteration 35Q: 3 clusters Score -6450859 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37765 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -6450859.500000 Penalty: 5237.604004 Iteration 36Q: 3 clusters Score -6450860 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37766 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -6450867.000000 Penalty: 5237.604004 Iteration 37Q: 3 clusters Score -6450867 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37766 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -6450865.000000 Penalty: 5237.604004 Iteration 38Q: 3 clusters Score -6450865 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37767 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -6450879.500000 Penalty: 5237.604004 Iteration 39Q: 3 clusters Score -6450880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37768 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -6450876.000000 Penalty: 5237.604004 Iteration 40F: 3 clusters Score -6450876 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37768 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -6450875.500000 Penalty: 5237.604004 Iteration 41Q: 3 clusters Score -6450876 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37769 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -6450880.000000 Penalty: 5237.604004 Iteration 42Q: 3 clusters Score -6450880 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37768 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -6450875.500000 Penalty: 5237.604004 Iteration 43Q: 3 clusters Score -6450876 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37768 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -6450875.500000 Penalty: 5237.604004 Iteration 44F: 3 clusters Score -6450876 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -25007.843750 Penalty: 1331.918213 Iteration 0F: 2 clusters Score -25007.84 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 96 members Entering Unmasked Estep Score: -24003.625000 Penalty: 2663.836426 Iteration 0F: 3 clusters Score -24003.62 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -24203.349609 Penalty: 2663.836426 Iteration 1F: 3 clusters Score -24203.35 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -24304.068359 Penalty: 2663.836426 Iteration 2F: 3 clusters Score -24304.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -24413.845703 Penalty: 2663.836426 Iteration 3Q: 3 clusters Score -24413.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -24427.595703 Penalty: 2663.836426 Iteration 4Q: 3 clusters Score -24427.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -24443.892578 Penalty: 2663.836426 Iteration 5Q: 3 clusters Score -24443.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -24443.892578 Penalty: 2663.836426 Iteration 6F: 3 clusters Score -24443.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Entering Unmasked Estep Score: -298700.843750 Penalty: 1881.904297 Iteration 0F: 2 clusters Score -298700.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -296178.906250 Penalty: 3763.808594 Iteration 0F: 3 clusters Score -296178.9 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -296678.343750 Penalty: 3763.808594 Iteration 1F: 3 clusters Score -296678.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -296881.625000 Penalty: 3763.808594 Iteration 2F: 3 clusters Score -296881.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -297004.312500 Penalty: 3763.808594 Iteration 3F: 3 clusters Score -297004.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -297105.781250 Penalty: 3763.808594 Iteration 4Q: 3 clusters Score -297105.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -297233.906250 Penalty: 3763.808594 Iteration 5Q: 3 clusters Score -297233.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -297378.437500 Penalty: 3763.808594 Iteration 6Q: 3 clusters Score -297378.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -297510.843750 Penalty: 3763.808594 Iteration 7Q: 3 clusters Score -297510.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -297618.468750 Penalty: 3763.808594 Iteration 8Q: 3 clusters Score -297618.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -297702.125000 Penalty: 3763.808594 Iteration 9Q: 3 clusters Score -297702.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -297783.812500 Penalty: 3763.808594 Iteration 10Q: 3 clusters Score -297783.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -297869.625000 Penalty: 3763.808594 Iteration 11Q: 3 clusters Score -297869.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -297937.312500 Penalty: 3763.808594 Iteration 12Q: 3 clusters Score -297937.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -297999.218750 Penalty: 3763.808594 Iteration 13Q: 3 clusters Score -297999.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -298046.250000 Penalty: 3763.808594 Iteration 14Q: 3 clusters Score -298046.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -298093.906250 Penalty: 3763.808594 Iteration 15Q: 3 clusters Score -298093.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -298149.593750 Penalty: 3763.808594 Iteration 16Q: 3 clusters Score -298149.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -298200.781250 Penalty: 3763.808594 Iteration 17Q: 3 clusters Score -298200.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -298226.875000 Penalty: 3763.808594 Iteration 18Q: 3 clusters Score -298226.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -298250.281250 Penalty: 3763.808594 Iteration 19Q: 3 clusters Score -298250.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -298267.937500 Penalty: 3763.808594 Iteration 20F: 3 clusters Score -298267.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -298291.187500 Penalty: 3763.808594 Iteration 21Q: 3 clusters Score -298291.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -298316.750000 Penalty: 3763.808594 Iteration 22Q: 3 clusters Score -298316.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -298335.312500 Penalty: 3763.808594 Iteration 23Q: 3 clusters Score -298335.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -298347.968750 Penalty: 3763.808594 Iteration 24Q: 3 clusters Score -298348 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -298356.687500 Penalty: 3763.808594 Iteration 25Q: 3 clusters Score -298356.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -298365.625000 Penalty: 3763.808594 Iteration 26Q: 3 clusters Score -298365.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -298372.593750 Penalty: 3763.808594 Iteration 27Q: 3 clusters Score -298372.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -298378.406250 Penalty: 3763.808594 Iteration 28Q: 3 clusters Score -298378.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -298386.937500 Penalty: 3763.808594 Iteration 29Q: 3 clusters Score -298386.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -298396.156250 Penalty: 3763.808594 Iteration 30Q: 3 clusters Score -298396.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -298404.937500 Penalty: 3763.808594 Iteration 31Q: 3 clusters Score -298404.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -298408.031250 Penalty: 3763.808594 Iteration 32Q: 3 clusters Score -298408 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -298413.500000 Penalty: 3763.808594 Iteration 33Q: 3 clusters Score -298413.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -298414.593750 Penalty: 3763.808594 Iteration 34Q: 3 clusters Score -298414.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -298414.593750 Penalty: 3763.808594 Iteration 35F: 3 clusters Score -298414.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6548 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29117 members Mstep: Class 4 contains 44413 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29391 members Mstep: Class 10 contains 9856 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4332 members Mstep: Class 15 contains 51373 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3901 members Mstep: Class 18 contains 6028 members Mstep: Class 19 contains 3853 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38549 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742452.000000 Penalty: 73631.453125 Iteration 239Q: 25 clusters Score -3.774245e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29117 members Mstep: Class 4 contains 44382 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29387 members Mstep: Class 10 contains 9844 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4332 members Mstep: Class 15 contains 51408 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3901 members Mstep: Class 18 contains 6025 members Mstep: Class 19 contains 3852 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38569 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742428.000000 Penalty: 73631.453125 Iteration 240F: 25 clusters Score -3.774243e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29115 members Mstep: Class 4 contains 44357 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29385 members Mstep: Class 10 contains 9830 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4332 members Mstep: Class 15 contains 51455 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3901 members Mstep: Class 18 contains 6025 members Mstep: Class 19 contains 3853 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38568 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742472.000000 Penalty: 73631.453125 Iteration 241Q: 25 clusters Score -3.774247e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29116 members Mstep: Class 4 contains 44343 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29376 members Mstep: Class 10 contains 9809 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4331 members Mstep: Class 15 contains 51505 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3901 members Mstep: Class 18 contains 6023 members Mstep: Class 19 contains 3851 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38571 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742432.000000 Penalty: 73631.453125 Iteration 242Q: 25 clusters Score -3.774243e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6528 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29116 members Mstep: Class 4 contains 44318 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29368 members Mstep: Class 10 contains 9791 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4331 members Mstep: Class 15 contains 51550 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3900 members Mstep: Class 18 contains 6023 members Mstep: Class 19 contains 3850 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38586 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742368.000000 Penalty: 73631.453125 Iteration 243Q: 25 clusters Score -3.774237e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29117 members Mstep: Class 4 contains 44291 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29360 members Mstep: Class 10 contains 9778 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4330 members Mstep: Class 15 contains 51590 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3899 members Mstep: Class 18 contains 6023 members Mstep: Class 19 contains 3852 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38604 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742360.000000 Penalty: 73631.453125 Iteration 244Q: 25 clusters Score -3.774236e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29119 members Mstep: Class 4 contains 44247 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29352 members Mstep: Class 10 contains 9764 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4330 members Mstep: Class 15 contains 51660 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3899 members Mstep: Class 18 contains 6023 members Mstep: Class 19 contains 3852 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38596 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742284.000000 Penalty: 73631.453125 Iteration 245Q: 25 clusters Score -3.774228e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29120 members Mstep: Class 4 contains 44205 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29338 members Mstep: Class 10 contains 9758 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4331 members Mstep: Class 15 contains 51714 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3899 members Mstep: Class 18 contains 6023 members Mstep: Class 19 contains 3853 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38610 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742296.000000 Penalty: 73631.453125 Iteration 246Q: 25 clusters Score -3.77423e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29119 members Mstep: Class 4 contains 44172 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29328 members Mstep: Class 10 contains 9753 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4332 members Mstep: Class 15 contains 51750 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3898 members Mstep: Class 18 contains 6023 members Mstep: Class 19 contains 3850 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38633 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742236.000000 Penalty: 73631.453125 Iteration 247Q: 25 clusters Score -3.774224e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29116 members Mstep: Class 4 contains 44140 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29313 members Mstep: Class 10 contains 9748 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4331 members Mstep: Class 15 contains 51787 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3897 members Mstep: Class 18 contains 6021 members Mstep: Class 19 contains 3852 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38649 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742228.000000 Penalty: 73631.453125 Iteration 248Q: 25 clusters Score -3.774223e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29116 members Mstep: Class 4 contains 44111 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29302 members Mstep: Class 10 contains 9736 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4330 members Mstep: Class 15 contains 51839 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3897 members Mstep: Class 18 contains 6020 members Mstep: Class 19 contains 3851 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38659 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742248.000000 Penalty: 73631.453125 Iteration 249Q: 25 clusters Score -3.774225e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29113 members Mstep: Class 4 contains 44068 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29297 members Mstep: Class 10 contains 9732 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4330 members Mstep: Class 15 contains 51876 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3896 members Mstep: Class 18 contains 6020 members Mstep: Class 19 contains 3850 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38682 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742264.000000 Penalty: 73631.453125 Iteration 250Q: 25 clusters Score -3.774226e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29115 members Mstep: Class 4 contains 44019 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 29284 members Mstep: Class 10 contains 9725 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4329 members Mstep: Class 15 contains 51913 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3895 members Mstep: Class 18 contains 6020 members Mstep: Class 19 contains 3852 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38714 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742228.000000 Penalty: 73631.453125 Iteration 251Q: 25 clusters Score -3.774223e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29116 members Mstep: Class 4 contains 43982 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29279 members Mstep: Class 10 contains 9717 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4328 members Mstep: Class 15 contains 51937 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3896 members Mstep: Class 18 contains 6020 members Mstep: Class 19 contains 3853 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38745 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742236.000000 Penalty: 73631.453125 Iteration 252Q: 25 clusters Score -3.774224e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29117 members Mstep: Class 4 contains 43952 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29271 members Mstep: Class 10 contains 9710 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4329 members Mstep: Class 15 contains 51942 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3896 members Mstep: Class 18 contains 6021 members Mstep: Class 19 contains 3855 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38787 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742244.000000 Penalty: 73631.453125 Iteration 253Q: 25 clusters Score -3.774224e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29121 members Mstep: Class 4 contains 43935 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29271 members Mstep: Class 10 contains 9703 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4329 members Mstep: Class 15 contains 51946 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3896 members Mstep: Class 18 contains 6020 members Mstep: Class 19 contains 3850 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38817 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742280.000000 Penalty: 73631.453125 Iteration 254Q: 25 clusters Score -3.774228e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29123 members Mstep: Class 4 contains 43910 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29266 members Mstep: Class 10 contains 9695 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4329 members Mstep: Class 15 contains 51969 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3896 members Mstep: Class 18 contains 6019 members Mstep: Class 19 contains 3848 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38836 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742300.000000 Penalty: 73631.453125 Iteration 255Q: 25 clusters Score -3.77423e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29123 members Mstep: Class 4 contains 43891 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29260 members Mstep: Class 10 contains 9693 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4329 members Mstep: Class 15 contains 51993 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3896 members Mstep: Class 18 contains 6018 members Mstep: Class 19 contains 3846 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38848 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742288.000000 Penalty: 73631.453125 Iteration 256Q: 25 clusters Score -3.774229e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29128 members Mstep: Class 4 contains 43865 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29252 members Mstep: Class 10 contains 9685 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4329 members Mstep: Class 15 contains 52025 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3896 members Mstep: Class 18 contains 6017 members Mstep: Class 19 contains 3845 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38857 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742248.000000 Penalty: 73631.453125 Iteration 257Q: 25 clusters Score -3.774225e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29128 members Mstep: Class 4 contains 43840 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29249 members Mstep: Class 10 contains 9681 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4329 members Mstep: Class 15 contains 52059 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3896 members Mstep: Class 18 contains 6017 members Mstep: Class 19 contains 3846 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38859 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742268.000000 Penalty: 73631.453125 Iteration 258Q: 25 clusters Score -3.774227e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29126 members Mstep: Class 4 contains 43822 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 29244 members Mstep: Class 10 contains 9683 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4327 members Mstep: Class 15 contains 52090 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3895 members Mstep: Class 18 contains 6017 members Mstep: Class 19 contains 3845 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38856 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742304.000000 Penalty: 73631.453125 Iteration 259Q: 25 clusters Score -3.77423e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6461 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29124 members Mstep: Class 4 contains 43808 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 29236 members Mstep: Class 10 contains 9685 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4327 members Mstep: Class 15 contains 52109 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3894 members Mstep: Class 18 contains 6017 members Mstep: Class 19 contains 3844 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38857 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742256.000000 Penalty: 73631.453125 Iteration 260F: 25 clusters Score -3.774226e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29126 members Mstep: Class 4 contains 43789 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29228 members Mstep: Class 10 contains 9686 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4327 members Mstep: Class 15 contains 52129 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3894 members Mstep: Class 18 contains 6017 members Mstep: Class 19 contains 3842 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38860 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742228.000000 Penalty: 73631.453125 Iteration 261Q: 25 clusters Score -3.774223e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29125 members Mstep: Class 4 contains 43778 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1047 members Mstep: Class 9 contains 29224 members Mstep: Class 10 contains 9682 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4327 members Mstep: Class 15 contains 52149 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3894 members Mstep: Class 18 contains 6017 members Mstep: Class 19 contains 3840 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38872 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742256.000000 Penalty: 73631.453125 Iteration 262Q: 25 clusters Score -3.774226e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29124 members Mstep: Class 4 contains 43766 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1047 members Mstep: Class 9 contains 29223 members Mstep: Class 10 contains 9674 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4326 members Mstep: Class 15 contains 52172 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3894 members Mstep: Class 18 contains 6016 members Mstep: Class 19 contains 3838 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38881 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742240.000000 Penalty: 73631.453125 Iteration 263Q: 25 clusters Score -3.774224e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29122 members Mstep: Class 4 contains 43751 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1047 members Mstep: Class 9 contains 29218 members Mstep: Class 10 contains 9671 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4324 members Mstep: Class 15 contains 52196 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3893 members Mstep: Class 18 contains 6016 members Mstep: Class 19 contains 3836 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38890 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742292.000000 Penalty: 73631.453125 Iteration 264Q: 25 clusters Score -3.774229e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29123 members Mstep: Class 4 contains 43726 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1047 members Mstep: Class 9 contains 29207 members Mstep: Class 10 contains 9666 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4322 members Mstep: Class 15 contains 52215 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3893 members Mstep: Class 18 contains 6016 members Mstep: Class 19 contains 3839 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38909 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742272.000000 Penalty: 73631.453125 Iteration 265Q: 25 clusters Score -3.774227e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29122 members Mstep: Class 4 contains 43711 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1047 members Mstep: Class 9 contains 29203 members Mstep: Class 10 contains 9657 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4322 members Mstep: Class 15 contains 52219 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3892 members Mstep: Class 18 contains 6016 members Mstep: Class 19 contains 3841 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38936 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742240.000000 Penalty: 73631.453125 Iteration 266Q: 25 clusters Score -3.774224e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29121 members Mstep: Class 4 contains 43703 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1047 members Mstep: Class 9 contains 29193 members Mstep: Class 10 contains 9652 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4322 members Mstep: Class 15 contains 52219 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3889 members Mstep: Class 18 contains 6016 members Mstep: Class 19 contains 3843 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38965 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742232.000000 Penalty: 73631.453125 Iteration 267Q: 25 clusters Score -3.774223e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29121 members Mstep: Class 4 contains 43696 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29182 members Mstep: Class 10 contains 9646 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4321 members Mstep: Class 15 contains 52243 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3887 members Mstep: Class 18 contains 6016 members Mstep: Class 19 contains 3844 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38968 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742204.000000 Penalty: 73631.453125 Iteration 268Q: 25 clusters Score -3.77422e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29118 members Mstep: Class 4 contains 43684 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29174 members Mstep: Class 10 contains 9639 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4321 members Mstep: Class 15 contains 52260 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3887 members Mstep: Class 18 contains 6016 members Mstep: Class 19 contains 3843 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38982 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742188.000000 Penalty: 73631.453125 Iteration 269Q: 25 clusters Score -3.774219e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29117 members Mstep: Class 4 contains 43677 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29167 members Mstep: Class 10 contains 9631 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4321 members Mstep: Class 15 contains 52276 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3886 members Mstep: Class 18 contains 6016 members Mstep: Class 19 contains 3843 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 38995 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742224.000000 Penalty: 73631.453125 Iteration 270Q: 25 clusters Score -3.774222e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29117 members Mstep: Class 4 contains 43676 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29164 members Mstep: Class 10 contains 9621 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4321 members Mstep: Class 15 contains 52289 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3885 members Mstep: Class 18 contains 6016 members Mstep: Class 19 contains 3841 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39008 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742144.000000 Penalty: 73631.453125 Iteration 271Q: 25 clusters Score -3.774214e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29114 members Mstep: Class 4 contains 43676 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29153 members Mstep: Class 10 contains 9616 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4321 members Mstep: Class 15 contains 52303 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3884 members Mstep: Class 18 contains 6015 members Mstep: Class 19 contains 3840 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39018 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -37742112.000000 Penalty: 73631.453125 Iteration 272Q: 25 clusters Score -3.774211e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29111 members Mstep: Class 4 contains 43666 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29148 members Mstep: Class 10 contains 9614 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4320 members Mstep: Class 15 contains 52310 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3884 members Mstep: Class 18 contains 6015 members Mstep: Class 19 contains 3839 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39033 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1974 members Entering Unmasked Estep ConsiderDeletion Score: -37742168.000000 Penalty: 73631.453125 Iteration 273Q: 25 clusters Score -3.774217e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29109 members Mstep: Class 4 contains 43656 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29140 members Mstep: Class 10 contains 9615 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4320 members Mstep: Class 15 contains 52323 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3884 members Mstep: Class 18 contains 6014 members Mstep: Class 19 contains 3837 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39046 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1972 members Entering Unmasked Estep ConsiderDeletion Score: -37742216.000000 Penalty: 73631.453125 Iteration 274Q: 25 clusters Score -3.774222e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29109 members Mstep: Class 4 contains 43656 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29135 members Mstep: Class 10 contains 9610 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4319 members Mstep: Class 15 contains 52346 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3882 members Mstep: Class 18 contains 6014 members Mstep: Class 19 contains 3835 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39052 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742224.000000 Penalty: 73631.453125 Iteration 275Q: 25 clusters Score -3.774222e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29111 members Mstep: Class 4 contains 43660 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29127 members Mstep: Class 10 contains 9606 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4319 members Mstep: Class 15 contains 52354 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3881 members Mstep: Class 18 contains 6015 members Mstep: Class 19 contains 3832 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39062 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742216.000000 Penalty: 73631.453125 Iteration 276Q: 25 clusters Score -3.774222e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29111 members Mstep: Class 4 contains 43656 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29120 members Mstep: Class 10 contains 9607 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4319 members Mstep: Class 15 contains 52358 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3881 members Mstep: Class 18 contains 6015 members Mstep: Class 19 contains 3832 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39076 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742224.000000 Penalty: 73631.453125 Iteration 277Q: 25 clusters Score -3.774222e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29112 members Mstep: Class 4 contains 43639 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29113 members Mstep: Class 10 contains 9602 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4319 members Mstep: Class 15 contains 52377 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3880 members Mstep: Class 18 contains 6015 members Mstep: Class 19 contains 3832 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39090 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742220.000000 Penalty: 73631.453125 Iteration 278Q: 25 clusters Score -3.774222e+07 nChanged 117 Entering ConstructFrom: Score: -37742220.000000 Penalty: 73631.453125 Entering ConstructFrom: Trying to split cluster 1 (6381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Entering Unmasked Estep Score: -1070488.500000 Penalty: 2172.747803 Iteration 0F: 2 clusters Score -1070488 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -1065084.875000 Penalty: 4345.495605 Iteration 0F: 3 clusters Score -1065085 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -1066410.250000 Penalty: 4345.495605 Iteration 1F: 3 clusters Score -1066410 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -1066644.500000 Penalty: 4345.495605 Iteration 2F: 3 clusters Score -1066644 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -1066799.750000 Penalty: 4345.495605 Iteration 3Q: 3 clusters Score -1066800 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -1066916.750000 Penalty: 4345.495605 Iteration 4Q: 3 clusters Score -1066917 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1067005.125000 Penalty: 4345.495605 Iteration 5Q: 3 clusters Score -1067005 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -1067089.625000 Penalty: 4345.495605 Iteration 6Q: 3 clusters Score -1067090 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -1067172.125000 Penalty: 4345.495605 Iteration 7Q: 3 clusters Score -1067172 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -1067274.625000 Penalty: 4345.495605 Iteration 8Q: 3 clusters Score -1067275 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -1067383.375000 Penalty: 4345.495605 Iteration 9Q: 3 clusters Score -1067383 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -1067499.375000 Penalty: 4345.495605 Iteration 10Q: 3 clusters Score -1067499 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -1067636.375000 Penalty: 4345.495605 Iteration 11Q: 3 clusters Score -1067636 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1067777.375000 Penalty: 4345.495605 Iteration 12Q: 3 clusters Score -1067777 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -1067934.375000 Penalty: 4345.495605 Iteration 13Q: 3 clusters Score -1067934 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1068095.750000 Penalty: 4345.495605 Iteration 14Q: 3 clusters Score -1068096 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -1068248.500000 Penalty: 4345.495605 Iteration 15Q: 3 clusters Score -1068248 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -1068436.875000 Penalty: 4345.495605 Iteration 16Q: 3 clusters Score -1068437 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -1068619.500000 Penalty: 4345.495605 Iteration 17Q: 3 clusters Score -1068620 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -1068779.750000 Penalty: 4345.495605 Iteration 18Q: 3 clusters Score -1068780 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -1068893.625000 Penalty: 4345.495605 Iteration 19Q: 3 clusters Score -1068894 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -1068979.875000 Penalty: 4345.495605 Iteration 20F: 3 clusters Score -1068980 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -1069044.250000 Penalty: 4345.495605 Iteration 21Q: 3 clusters Score -1069044 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -1069106.000000 Penalty: 4345.495605 Iteration 22Q: 3 clusters Score -1069106 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -1069137.500000 Penalty: 4345.495605 Iteration 23Q: 3 clusters Score -1069138 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -1069167.000000 Penalty: 4345.495605 Iteration 24Q: 3 clusters Score -1069167 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -1069179.500000 Penalty: 4345.495605 Iteration 25Q: 3 clusters Score -1069180 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -1069187.375000 Penalty: 4345.495605 Iteration 26Q: 3 clusters Score -1069187 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -1069195.500000 Penalty: 4345.495605 Iteration 27Q: 3 clusters Score -1069196 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -1069201.875000 Penalty: 4345.495605 Iteration 28Q: 3 clusters Score -1069202 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -1069210.250000 Penalty: 4345.495605 Iteration 29Q: 3 clusters Score -1069210 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -1069219.000000 Penalty: 4345.495605 Iteration 30Q: 3 clusters Score -1069219 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -1069221.500000 Penalty: 4345.495605 Iteration 31Q: 3 clusters Score -1069222 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -1069224.125000 Penalty: 4345.495605 Iteration 32Q: 3 clusters Score -1069224 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -1069225.750000 Penalty: 4345.495605 Iteration 33Q: 3 clusters Score -1069226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -1069230.250000 Penalty: 4345.495605 Iteration 34Q: 3 clusters Score -1069230 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -1069235.250000 Penalty: 4345.495605 Iteration 35Q: 3 clusters Score -1069235 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -1069241.625000 Penalty: 4345.495605 Iteration 36Q: 3 clusters Score -1069242 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -1069251.500000 Penalty: 4345.495605 Iteration 37Q: 3 clusters Score -1069252 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -1069256.125000 Penalty: 4345.495605 Iteration 38Q: 3 clusters Score -1069256 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -1069264.500000 Penalty: 4345.495605 Iteration 39Q: 3 clusters Score -1069264 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -1069274.375000 Penalty: 4345.495605 Iteration 40F: 3 clusters Score -1069274 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -1069279.375000 Penalty: 4345.495605 Iteration 41Q: 3 clusters Score -1069279 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -1069285.500000 Penalty: 4345.495605 Iteration 42Q: 3 clusters Score -1069286 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -1069290.000000 Penalty: 4345.495605 Iteration 43Q: 3 clusters Score -1069290 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -1069293.750000 Penalty: 4345.495605 Iteration 44Q: 3 clusters Score -1069294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -1069295.000000 Penalty: 4345.495605 Iteration 45Q: 3 clusters Score -1069295 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1069295.500000 Penalty: 4345.495605 Iteration 46Q: 3 clusters Score -1069296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1069295.500000 Penalty: 4345.495605 Iteration 47F: 3 clusters Score -1069296 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Entering Unmasked Estep Score: -23419.242188 Penalty: 1388.408691 Iteration 0F: 2 clusters Score -23419.24 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 127 members Entering Unmasked Estep Score: -22576.847656 Penalty: 2776.817383 Iteration 0F: 3 clusters Score -22576.85 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -22929.021484 Penalty: 2776.817383 Iteration 1F: 3 clusters Score -22929.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -23104.150391 Penalty: 2776.817383 Iteration 2F: 3 clusters Score -23104.15 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -23270.238281 Penalty: 2776.817383 Iteration 3F: 3 clusters Score -23270.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -23431.527344 Penalty: 2776.817383 Iteration 4Q: 3 clusters Score -23431.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -23512.978516 Penalty: 2776.817383 Iteration 5Q: 3 clusters Score -23512.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -23541.054688 Penalty: 2776.817383 Iteration 6Q: 3 clusters Score -23541.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -23551.005859 Penalty: 2776.817383 Iteration 7Q: 3 clusters Score -23551.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -23551.005859 Penalty: 2776.817383 Iteration 8F: 3 clusters Score -23551.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 73 members Mstep: Class 3 contains 29111 members Mstep: Class 4 contains 43621 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29110 members Mstep: Class 10 contains 9596 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4319 members Mstep: Class 15 contains 52399 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3880 members Mstep: Class 18 contains 6015 members Mstep: Class 19 contains 3833 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39103 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Mstep: Class 25 contains 197 members Entering Unmasked Estep Score: -37740680.000000 Penalty: 76699.429688 Splitting cluster 2 changes total score from -37742220.000000 to -37740680.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (29111 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29111 members Entering Unmasked Estep Score: -4675002.500000 Penalty: 2549.160156 Iteration 0F: 2 clusters Score -4675002 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14452 members Mstep: Class 2 contains 14659 members Entering Unmasked Estep Score: -4655045.500000 Penalty: 5098.320312 Iteration 0F: 3 clusters Score -4655046 nChanged 13140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14092 members Mstep: Class 2 contains 15019 members Entering Unmasked Estep Score: -4662256.000000 Penalty: 5098.320312 Iteration 1F: 3 clusters Score -4662256 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13775 members Mstep: Class 2 contains 15336 members Entering Unmasked Estep Score: -4662950.500000 Penalty: 5098.320312 Iteration 2F: 3 clusters Score -4662950 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13305 members Mstep: Class 2 contains 15806 members Entering Unmasked Estep Score: -4663556.500000 Penalty: 5098.320312 Iteration 3F: 3 clusters Score -4663556 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12743 members Mstep: Class 2 contains 16368 members Entering Unmasked Estep Score: -4664142.500000 Penalty: 5098.320312 Iteration 4Q: 3 clusters Score -4664142 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11957 members Mstep: Class 2 contains 17154 members Entering Unmasked Estep Score: -4664821.500000 Penalty: 5098.320312 Iteration 5Q: 3 clusters Score -4664822 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10897 members Mstep: Class 2 contains 18214 members Entering Unmasked Estep Score: -4665658.000000 Penalty: 5098.320312 Iteration 6F: 3 clusters Score -4665658 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 19574 members Entering Unmasked Estep Score: -4666729.000000 Penalty: 5098.320312 Iteration 7F: 3 clusters Score -4666729 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 21020 members Entering Unmasked Estep Score: -4667875.000000 Penalty: 5098.320312 Iteration 8F: 3 clusters Score -4667875 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 22436 members Entering Unmasked Estep Score: -4668949.500000 Penalty: 5098.320312 Iteration 9F: 3 clusters Score -4668950 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Mstep: Class 2 contains 23646 members Entering Unmasked Estep Score: -4669889.000000 Penalty: 5098.320312 Iteration 10Q: 3 clusters Score -4669889 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 24660 members Entering Unmasked Estep Score: -4670689.500000 Penalty: 5098.320312 Iteration 11Q: 3 clusters Score -4670690 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 25521 members Entering Unmasked Estep Score: -4671322.500000 Penalty: 5098.320312 Iteration 12Q: 3 clusters Score -4671322 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 26187 members Entering Unmasked Estep Score: -4671793.500000 Penalty: 5098.320312 Iteration 13Q: 3 clusters Score -4671794 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 26669 members Entering Unmasked Estep Score: -4672103.500000 Penalty: 5098.320312 Iteration 14Q: 3 clusters Score -4672104 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 27025 members Entering Unmasked Estep Score: -4672309.000000 Penalty: 5098.320312 Iteration 15Q: 3 clusters Score -4672309 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 27324 members Entering Unmasked Estep Score: -4672505.500000 Penalty: 5098.320312 Iteration 16Q: 3 clusters Score -4672506 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 27572 members Entering Unmasked Estep Score: -4672661.000000 Penalty: 5098.320312 Iteration 17Q: 3 clusters Score -4672661 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 27760 members Entering Unmasked Estep Score: -4672774.500000 Penalty: 5098.320312 Iteration 18Q: 3 clusters Score -4672774 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 27898 members Entering Unmasked Estep Score: -4672836.500000 Penalty: 5098.320312 Iteration 19Q: 3 clusters Score -4672836 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 28003 members Entering Unmasked Estep Score: -4672904.500000 Penalty: 5098.320312 Iteration 20F: 3 clusters Score -4672904 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 28091 members Entering Unmasked Estep Score: -4672961.500000 Penalty: 5098.320312 Iteration 21Q: 3 clusters Score -4672962 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 28157 members Entering Unmasked Estep Score: -4673009.500000 Penalty: 5098.320312 Iteration 22Q: 3 clusters Score -4673010 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 28197 members Entering Unmasked Estep Score: -4673034.000000 Penalty: 5098.320312 Iteration 23Q: 3 clusters Score -4673034 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 28229 members Entering Unmasked Estep Score: -4673048.000000 Penalty: 5098.320312 Iteration 24Q: 3 clusters Score -4673048 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 28247 members Entering Unmasked Estep Score: -4673061.500000 Penalty: 5098.320312 Iteration 25Q: 3 clusters Score -4673062 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 28264 members Entering Unmasked Estep Score: -4673066.500000 Penalty: 5098.320312 Iteration 26Q: 3 clusters Score -4673066 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 28284 members Entering Unmasked Estep Score: -4673075.500000 Penalty: 5098.320312 Iteration 27Q: 3 clusters Score -4673076 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 28299 members Entering Unmasked Estep Score: -4673079.000000 Penalty: 5098.320312 Iteration 28Q: 3 clusters Score -4673079 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 28310 members Entering Unmasked Estep Score: -4673085.000000 Penalty: 5098.320312 Iteration 29Q: 3 clusters Score -4673085 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 28316 members Entering Unmasked Estep Score: -4673086.500000 Penalty: 5098.320312 Iteration 30Q: 3 clusters Score -4673086 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 28326 members Entering Unmasked Estep Score: -4673093.500000 Penalty: 5098.320312 Iteration 31Q: 3 clusters Score -4673094 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 28335 members Entering Unmasked Estep Score: -4673098.000000 Penalty: 5098.320312 Iteration 32Q: 3 clusters Score -4673098 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 28340 members Entering Unmasked Estep Score: -4673105.000000 Penalty: 5098.320312 Iteration 33Q: 3 clusters Score -4673105 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 28348 members Entering Unmasked Estep Score: -4673107.500000 Penalty: 5098.320312 Iteration 34Q: 3 clusters Score -4673108 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 28352 members Entering Unmasked Estep Score: -4673108.500000 Penalty: 5098.320312 Iteration 35Q: 3 clusters Score -4673108 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 28355 members Entering Unmasked Estep Score: -4673106.500000 Penalty: 5098.320312 Iteration 36Q: 3 clusters Score -4673106 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 28357 members Entering Unmasked Estep Score: -4673105.500000 Penalty: 5098.320312 Iteration 37Q: 3 clusters Score -4673106 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 28359 members Entering Unmasked Estep Score: -4673110.500000 Penalty: 5098.320312 Iteration 38Q: 3 clusters Score -4673110 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 28360 members Entering Unmasked Estep Score: -4673115.500000 Penalty: 5098.320312 Iteration 39Q: 3 clusters Score -4673116 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 28359 members Entering Unmasked Estep Score: -4673114.000000 Penalty: 5098.320312 Iteration 40F: 3 clusters Score -4673114 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (43621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43621 members Entering Unmasked Estep Score: -7046528.000000 Penalty: 2649.457031 Iteration 0F: 2 clusters Score -7046528 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21706 members Mstep: Class 2 contains 21915 members Entering Unmasked Estep Score: -7017191.000000 Penalty: 5298.914062 Iteration 0F: 3 clusters Score -7017191 nChanged 19995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20807 members Mstep: Class 2 contains 22814 members Entering Unmasked Estep Score: -7028561.000000 Penalty: 5298.914062 Iteration 1F: 3 clusters Score -7028561 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20217 members Mstep: Class 2 contains 23404 members Entering Unmasked Estep Score: -7029466.000000 Penalty: 5298.914062 Iteration 2Q: 3 clusters Score -7029466 nChanged 2179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19488 members Mstep: Class 2 contains 24133 members Entering Unmasked Estep Score: -7030533.000000 Penalty: 5298.914062 Iteration 3Q: 3 clusters Score -7030533 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18584 members Mstep: Class 2 contains 25037 members Entering Unmasked Estep Score: -7031914.000000 Penalty: 5298.914062 Iteration 4F: 3 clusters Score -7031914 nChanged 2349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17615 members Mstep: Class 2 contains 26006 members Entering Unmasked Estep Score: -7033348.000000 Penalty: 5298.914062 Iteration 5F: 3 clusters Score -7033348 nChanged 2363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16634 members Mstep: Class 2 contains 26987 members Entering Unmasked Estep Score: -7034949.000000 Penalty: 5298.914062 Iteration 6F: 3 clusters Score -7034949 nChanged 2409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15675 members Mstep: Class 2 contains 27946 members Entering Unmasked Estep Score: -7036476.500000 Penalty: 5298.914062 Iteration 7F: 3 clusters Score -7036476 nChanged 2212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14883 members Mstep: Class 2 contains 28738 members Entering Unmasked Estep Score: -7037823.500000 Penalty: 5298.914062 Iteration 8F: 3 clusters Score -7037824 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14239 members Mstep: Class 2 contains 29382 members Entering Unmasked Estep Score: -7038790.500000 Penalty: 5298.914062 Iteration 9Q: 3 clusters Score -7038790 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 29995 members Entering Unmasked Estep Score: -7039499.000000 Penalty: 5298.914062 Iteration 10Q: 3 clusters Score -7039499 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13023 members Mstep: Class 2 contains 30598 members Entering Unmasked Estep Score: -7039951.000000 Penalty: 5298.914062 Iteration 11Q: 3 clusters Score -7039951 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12480 members Mstep: Class 2 contains 31141 members Entering Unmasked Estep Score: -7040221.000000 Penalty: 5298.914062 Iteration 12Q: 3 clusters Score -7040221 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 31656 members Entering Unmasked Estep Score: -7040433.500000 Penalty: 5298.914062 Iteration 13Q: 3 clusters Score -7040434 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11463 members Mstep: Class 2 contains 32158 members Entering Unmasked Estep Score: -7040635.500000 Penalty: 5298.914062 Iteration 14Q: 3 clusters Score -7040636 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 32637 members Entering Unmasked Estep Score: -7040796.000000 Penalty: 5298.914062 Iteration 15Q: 3 clusters Score -7040796 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10466 members Mstep: Class 2 contains 33155 members Entering Unmasked Estep Score: -7040970.000000 Penalty: 5298.914062 Iteration 16Q: 3 clusters Score -7040970 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 33678 members Entering Unmasked Estep Score: -7041128.000000 Penalty: 5298.914062 Iteration 17Q: 3 clusters Score -7041128 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9407 members Mstep: Class 2 contains 34214 members Entering Unmasked Estep Score: -7041308.000000 Penalty: 5298.914062 Iteration 18Q: 3 clusters Score -7041308 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8867 members Mstep: Class 2 contains 34754 members Entering Unmasked Estep Score: -7041503.000000 Penalty: 5298.914062 Iteration 19Q: 3 clusters Score -7041503 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8302 members Mstep: Class 2 contains 35319 members Entering Unmasked Estep Score: -7041711.000000 Penalty: 5298.914062 Iteration 20F: 3 clusters Score -7041711 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7731 members Mstep: Class 2 contains 35890 members Entering Unmasked Estep Score: -7041929.000000 Penalty: 5298.914062 Iteration 21Q: 3 clusters Score -7041929 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 36427 members Entering Unmasked Estep Score: -7042188.500000 Penalty: 5298.914062 Iteration 22Q: 3 clusters Score -7042188 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 36952 members Entering Unmasked Estep Score: -7042439.000000 Penalty: 5298.914062 Iteration 23Q: 3 clusters Score -7042439 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 37444 members Entering Unmasked Estep Score: -7042668.000000 Penalty: 5298.914062 Iteration 24Q: 3 clusters Score -7042668 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 37913 members Entering Unmasked Estep Score: -7042915.000000 Penalty: 5298.914062 Iteration 25Q: 3 clusters Score -7042915 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 38334 members Entering Unmasked Estep Score: -7043145.500000 Penalty: 5298.914062 Iteration 26Q: 3 clusters Score -7043146 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 38735 members Entering Unmasked Estep Score: -7043369.000000 Penalty: 5298.914062 Iteration 27Q: 3 clusters Score -7043369 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 39110 members Entering Unmasked Estep Score: -7043534.000000 Penalty: 5298.914062 Iteration 28Q: 3 clusters Score -7043534 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 39416 members Entering Unmasked Estep Score: -7043664.500000 Penalty: 5298.914062 Iteration 29Q: 3 clusters Score -7043664 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 39720 members Entering Unmasked Estep Score: -7043804.000000 Penalty: 5298.914062 Iteration 30Q: 3 clusters Score -7043804 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 39998 members Entering Unmasked Estep Score: -7043933.500000 Penalty: 5298.914062 Iteration 31Q: 3 clusters Score -7043934 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 40224 members Entering Unmasked Estep Score: -7044024.000000 Penalty: 5298.914062 Iteration 32Q: 3 clusters Score -7044024 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 40393 members Entering Unmasked Estep Score: -7044116.500000 Penalty: 5298.914062 Iteration 33Q: 3 clusters Score -7044116 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 40540 members Entering Unmasked Estep Score: -7044184.500000 Penalty: 5298.914062 Iteration 34Q: 3 clusters Score -7044184 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 40659 members Entering Unmasked Estep Score: -7044236.000000 Penalty: 5298.914062 Iteration 35Q: 3 clusters Score -7044236 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 40757 members Entering Unmasked Estep Score: -7044259.500000 Penalty: 5298.914062 Iteration 36Q: 3 clusters Score -7044260 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 40857 members Entering Unmasked Estep Score: -7044292.500000 Penalty: 5298.914062 Iteration 37Q: 3 clusters Score -7044292 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 40951 members Entering Unmasked Estep Score: -7044322.000000 Penalty: 5298.914062 Iteration 38Q: 3 clusters Score -7044322 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 41051 members Entering Unmasked Estep Score: -7044350.000000 Penalty: 5298.914062 Iteration 39Q: 3 clusters Score -7044350 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 41127 members Entering Unmasked Estep Score: -7044387.000000 Penalty: 5298.914062 Iteration 40F: 3 clusters Score -7044387 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 41188 members Entering Unmasked Estep Score: -7044414.000000 Penalty: 5298.914062 Iteration 41Q: 3 clusters Score -7044414 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 41240 members Entering Unmasked Estep Score: -7044417.000000 Penalty: 5298.914062 Iteration 42Q: 3 clusters Score -7044417 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 41282 members Entering Unmasked Estep Score: -7044435.500000 Penalty: 5298.914062 Iteration 43Q: 3 clusters Score -7044436 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 41308 members Entering Unmasked Estep Score: -7044447.000000 Penalty: 5298.914062 Iteration 44Q: 3 clusters Score -7044447 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 41334 members Entering Unmasked Estep Score: -7044460.500000 Penalty: 5298.914062 Iteration 45Q: 3 clusters Score -7044460 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 41365 members Entering Unmasked Estep Score: -7044470.500000 Penalty: 5298.914062 Iteration 46Q: 3 clusters Score -7044470 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 41393 members Entering Unmasked Estep Score: -7044476.000000 Penalty: 5298.914062 Iteration 47Q: 3 clusters Score -7044476 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 41418 members Entering Unmasked Estep Score: -7044482.500000 Penalty: 5298.914062 Iteration 48Q: 3 clusters Score -7044482 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 41435 members Entering Unmasked Estep Score: -7044483.500000 Penalty: 5298.914062 Iteration 49Q: 3 clusters Score -7044484 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 41454 members Entering Unmasked Estep Score: -7044486.500000 Penalty: 5298.914062 Iteration 50Q: 3 clusters Score -7044486 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 41475 members Entering Unmasked Estep Score: -7044492.000000 Penalty: 5298.914062 Iteration 51Q: 3 clusters Score -7044492 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 41494 members Entering Unmasked Estep Score: -7044506.000000 Penalty: 5298.914062 Iteration 52Q: 3 clusters Score -7044506 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 41510 members Entering Unmasked Estep Score: -7044501.000000 Penalty: 5298.914062 Iteration 53Q: 3 clusters Score -7044501 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 41526 members Entering Unmasked Estep Score: -7044504.500000 Penalty: 5298.914062 Iteration 54Q: 3 clusters Score -7044504 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 41539 members Entering Unmasked Estep Score: -7044508.000000 Penalty: 5298.914062 Iteration 55Q: 3 clusters Score -7044508 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 41545 members Entering Unmasked Estep Score: -7044514.500000 Penalty: 5298.914062 Iteration 56Q: 3 clusters Score -7044514 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 41550 members Entering Unmasked Estep Score: -7044518.000000 Penalty: 5298.914062 Iteration 57Q: 3 clusters Score -7044518 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 41557 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -7044534.000000 Penalty: 5298.914062 Iteration 62Q: 3 clusters Score -7044534 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 41594 members Entering Unmasked Estep Score: -7044529.500000 Penalty: 5298.914062 Iteration 63Q: 3 clusters Score -7044530 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 41597 members Entering Unmasked Estep Score: -7044537.500000 Penalty: 5298.914062 Iteration 64Q: 3 clusters Score -7044538 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 41604 members Entering Unmasked Estep Score: -7044541.500000 Penalty: 5298.914062 Iteration 65Q: 3 clusters Score -7044542 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 41606 members Entering Unmasked Estep Score: -7044539.500000 Penalty: 5298.914062 Iteration 66Q: 3 clusters Score -7044540 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 41611 members Entering Unmasked Estep Score: -7044546.000000 Penalty: 5298.914062 Iteration 67Q: 3 clusters Score -7044546 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 41616 members Entering Unmasked Estep Score: -7044537.500000 Penalty: 5298.914062 Iteration 68Q: 3 clusters Score -7044538 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 41620 members Entering Unmasked Estep Score: -7044542.500000 Penalty: 5298.914062 Iteration 69Q: 3 clusters Score -7044542 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 41622 members Entering Unmasked Estep Score: -7044543.000000 Penalty: 5298.914062 Iteration 70Q: 3 clusters Score -7044543 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 41625 members Entering Unmasked Estep Score: -7044547.500000 Penalty: 5298.914062 Iteration 71Q: 3 clusters Score -7044548 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 41630 members Entering Unmasked Estep Score: -7044548.500000 Penalty: 5298.914062 Iteration 72Q: 3 clusters Score -7044548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 41634 members Entering Unmasked Estep Score: -7044544.000000 Penalty: 5298.914062 Iteration 73Q: 3 clusters Score -7044544 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 41636 members Entering Unmasked Estep Score: -7044556.000000 Penalty: 5298.914062 Iteration 74Q: 3 clusters Score -7044556 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 41645 members Entering Unmasked Estep Score: -7044564.500000 Penalty: 5298.914062 Iteration 75Q: 3 clusters Score -7044564 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 41651 members Entering Unmasked Estep Score: -7044564.500000 Penalty: 5298.914062 Iteration 76Q: 3 clusters Score -7044564 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 41655 members Entering Unmasked Estep Score: -7044567.500000 Penalty: 5298.914062 Iteration 77Q: 3 clusters Score -7044568 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 41660 members Entering Unmasked Estep Score: -7044568.500000 Penalty: 5298.914062 Iteration 78Q: 3 clusters Score -7044568 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 41665 members Entering Unmasked Estep Score: -7044566.000000 Penalty: 5298.914062 Iteration 79Q: 3 clusters Score -7044566 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 41670 members Entering Unmasked Estep Score: -7044561.500000 Penalty: 5298.914062 Iteration 80F: 3 clusters Score -7044562 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 41675 members Entering Unmasked Estep Score: -7044564.000000 Penalty: 5298.914062 Iteration 81Q: 3 clusters Score -7044564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 41679 members Entering Unmasked Estep Score: -7044568.500000 Penalty: 5298.914062 Iteration 82Q: 3 clusters Score -7044568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 41681 members Entering Unmasked Estep Score: -7044569.000000 Penalty: 5298.914062 Iteration 83Q: 3 clusters Score -7044569 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 41682 members Entering Unmasked Estep Score: -7044568.500000 Penalty: 5298.914062 Iteration 84Q: 3 clusters Score -7044568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 41684 members Entering Unmasked Estep Score: -7044573.000000 Penalty: 5298.914062 Iteration 85Q: 3 clusters Score -7044573 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 41685 members Entering Unmasked Estep Score: -7044576.000000 Penalty: 5298.914062 Iteration 86Q: 3 clusters Score -7044576 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 41684 members Entering Unmasked Estep Score: -7044575.000000 Penalty: 5298.914062 Iteration 87Q: 3 clusters Score -7044575 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 41686 members Entering Unmasked Estep Score: -7044573.500000 Penalty: 5298.914062 Iteration 88Q: 3 clusters Score -7044574 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 41689 members Entering Unmasked Estep Score: -7044580.000000 Penalty: 5298.914062 Iteration 89Q: 3 clusters Score -7044580 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 41692 members Entering Unmasked Estep Score: -7044583.000000 Penalty: 5298.914062 Iteration 90Q: 3 clusters Score -7044583 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 41695 members Entering Unmasked Estep Score: -7044584.500000 Penalty: 5298.914062 Iteration 91Q: 3 clusters Score -7044584 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 41701 members Entering Unmasked Estep Score: -7044586.000000 Penalty: 5298.914062 Iteration 92Q: 3 clusters Score -7044586 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 41702 members Entering Unmasked Estep Score: -7044581.500000 Penalty: 5298.914062 Iteration 93Q: 3 clusters Score -7044582 nChanged 11 Entering Unmasked Mstep 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nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 41727 members Entering Unmasked Estep Score: -7044579.000000 Penalty: 5298.914062 Iteration 102Q: 3 clusters Score -7044579 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 41734 members Entering Unmasked Estep Score: -7044590.500000 Penalty: 5298.914062 Iteration 103Q: 3 clusters Score -7044590 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 41737 members Entering Unmasked Estep Score: -7044592.000000 Penalty: 5298.914062 Iteration 104Q: 3 clusters Score -7044592 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 41744 members Entering Unmasked Estep Score: -7044592.000000 Penalty: 5298.914062 Iteration 105Q: 3 clusters Score -7044592 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 41748 members Entering Unmasked Estep Score: -7044597.500000 Penalty: 5298.914062 Iteration 106Q: 3 clusters Score -7044598 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 41751 members Entering Unmasked Estep Score: -7044595.000000 Penalty: 5298.914062 Iteration 107Q: 3 clusters Score -7044595 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 41751 members Entering Unmasked Estep Score: -7044599.500000 Penalty: 5298.914062 Iteration 108Q: 3 clusters Score -7044600 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 41752 members Entering Unmasked Estep Score: -7044603.000000 Penalty: 5298.914062 Iteration 109Q: 3 clusters Score -7044603 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 41755 members Entering Unmasked Estep Score: -7044603.000000 Penalty: 5298.914062 Iteration 110Q: 3 clusters Score -7044603 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 41758 members Entering Unmasked Estep Score: -7044604.000000 Penalty: 5298.914062 Iteration 111Q: 3 clusters Score -7044604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 41761 members Entering Unmasked Estep Score: -7044605.000000 Penalty: 5298.914062 Iteration 112Q: 3 clusters Score -7044605 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 41765 members Entering Unmasked Estep Score: -7044607.500000 Penalty: 5298.914062 Iteration 113Q: 3 clusters Score -7044608 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 41772 members Entering Unmasked Estep Score: -7044605.000000 Penalty: 5298.914062 Iteration 114Q: 3 clusters Score -7044605 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 41776 members Entering Unmasked Estep Score: -7044606.000000 Penalty: 5298.914062 Iteration 115Q: 3 clusters Score -7044606 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 41780 members Entering Unmasked Estep Score: -7044610.000000 Penalty: 5298.914062 Iteration 116Q: 3 clusters Score -7044610 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 41783 members Entering Unmasked Estep Score: -7044616.000000 Penalty: 5298.914062 Iteration 117Q: 3 clusters Score -7044616 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 41783 members Entering Unmasked Estep Score: -7044614.500000 Penalty: 5298.914062 Iteration 118Q: 3 clusters Score -7044614 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 41785 members Entering Unmasked Estep Score: -7044614.500000 Penalty: 5298.914062 Iteration 119Q: 3 clusters Score -7044614 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 41785 members Entering Unmasked Estep Score: -7044614.500000 Penalty: 5298.914062 Iteration 120F: 3 clusters Score -7044614 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -69783.484375 Penalty: 1535.705811 Iteration 0F: 2 clusters Score -69783.48 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 254 members Entering Unmasked Estep Score: -68335.867188 Penalty: 3071.411621 Iteration 0F: 3 clusters Score -68335.87 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -68585.867188 Penalty: 3071.411621 Iteration 1F: 3 clusters Score -68585.87 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -68676.656250 Penalty: 3071.411621 Iteration 2F: 3 clusters Score -68676.66 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -68797.890625 Penalty: 3071.411621 Iteration 3F: 3 clusters Score -68797.89 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -68925.265625 Penalty: 3071.411621 Iteration 4F: 3 clusters Score -68925.27 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -68989.687500 Penalty: 3071.411621 Iteration 5F: 3 clusters Score -68989.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -69005.695312 Penalty: 3071.411621 Iteration 6Q: 3 clusters Score -69005.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -69065.710938 Penalty: 3071.411621 Iteration 7Q: 3 clusters Score -69065.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -69102.671875 Penalty: 3071.411621 Iteration 8Q: 3 clusters Score -69102.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -69159.710938 Penalty: 3071.411621 Iteration 9Q: 3 clusters Score -69159.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -69173.851562 Penalty: 3071.411621 Iteration 10Q: 3 clusters Score -69173.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -69186.117188 Penalty: 3071.411621 Iteration 11Q: 3 clusters Score -69186.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -69190.765625 Penalty: 3071.411621 Iteration 12Q: 3 clusters Score -69190.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -69198.101562 Penalty: 3071.411621 Iteration 13Q: 3 clusters Score -69198.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -69200.421875 Penalty: 3071.411621 Iteration 14Q: 3 clusters Score -69200.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -69200.421875 Penalty: 3071.411621 Iteration 15F: 3 clusters Score -69200.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -51809.898438 Penalty: 1484.016235 Iteration 0F: 2 clusters Score -51809.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -50513.632812 Penalty: 2968.032471 Iteration 0F: 3 clusters Score -50513.63 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -50782.183594 Penalty: 2968.032471 Iteration 1F: 3 clusters Score -50782.18 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -50979.816406 Penalty: 2968.032471 Iteration 2F: 3 clusters Score -50979.82 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -51184.707031 Penalty: 2968.032471 Iteration 3Q: 3 clusters Score -51184.71 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -51323.992188 Penalty: 2968.032471 Iteration 4Q: 3 clusters Score -51323.99 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -51419.121094 Penalty: 2968.032471 Iteration 5Q: 3 clusters Score -51419.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -51499.347656 Penalty: 2968.032471 Iteration 6Q: 3 clusters Score -51499.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -51567.117188 Penalty: 2968.032471 Iteration 7Q: 3 clusters Score -51567.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -51580.343750 Penalty: 2968.032471 Iteration 8Q: 3 clusters Score -51580.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -51589.843750 Penalty: 2968.032471 Iteration 9Q: 3 clusters Score -51589.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -51592.238281 Penalty: 2968.032471 Iteration 10Q: 3 clusters Score -51592.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -51592.238281 Penalty: 2968.032471 Iteration 11F: 3 clusters Score -51592.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Entering Unmasked Estep Score: -105465.843750 Penalty: 1645.389160 Iteration 0F: 2 clusters Score -105465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -103805.367188 Penalty: 3290.778320 Iteration 0F: 3 clusters Score -103805.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -104231.140625 Penalty: 3290.778320 Iteration 1F: 3 clusters Score -104231.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -104469.851562 Penalty: 3290.778320 Iteration 2F: 3 clusters Score -104469.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -104730.531250 Penalty: 3290.778320 Iteration 3F: 3 clusters Score -104730.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -104940.054688 Penalty: 3290.778320 Iteration 4F: 3 clusters Score -104940.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -105135.265625 Penalty: 3290.778320 Iteration 5Q: 3 clusters Score -105135.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -105239.890625 Penalty: 3290.778320 Iteration 6Q: 3 clusters Score -105239.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -105327.101562 Penalty: 3290.778320 Iteration 7Q: 3 clusters Score -105327.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -105380.570312 Penalty: 3290.778320 Iteration 8Q: 3 clusters Score -105380.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -105438.398438 Penalty: 3290.778320 Iteration 9Q: 3 clusters Score -105438.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -105476.968750 Penalty: 3290.778320 Iteration 10Q: 3 clusters Score -105477 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -105507.804688 Penalty: 3290.778320 Iteration 11Q: 3 clusters Score -105507.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -105537.281250 Penalty: 3290.778320 Iteration 12Q: 3 clusters Score -105537.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -105575.695312 Penalty: 3290.778320 Iteration 13Q: 3 clusters Score -105575.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -105647.117188 Penalty: 3290.778320 Iteration 14Q: 3 clusters Score -105647.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -105709.742188 Penalty: 3290.778320 Iteration 15Q: 3 clusters Score -105709.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -105728.554688 Penalty: 3290.778320 Iteration 16Q: 3 clusters Score -105728.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -105738.992188 Penalty: 3290.778320 Iteration 17Q: 3 clusters Score -105739 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -105745.273438 Penalty: 3290.778320 Iteration 18Q: 3 clusters Score -105745.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -105745.273438 Penalty: 3290.778320 Iteration 19F: 3 clusters Score -105745.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29111 members Mstep: Class 4 contains 43621 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29110 members Mstep: Class 10 contains 9596 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4319 members Mstep: Class 15 contains 52399 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3880 members Mstep: Class 18 contains 6015 members Mstep: Class 19 contains 3833 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39103 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Mstep: Class 25 contains 372 members Entering Unmasked Estep Score: -37741040.000000 Penalty: 76699.429688 Splitting cluster 7 changes total score from -37742220.000000 to -37741040.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1048 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Entering Unmasked Estep Score: -168726.312500 Penalty: 1724.750488 Iteration 0F: 2 clusters Score -168726.3 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 537 members Entering Unmasked Estep Score: -166774.859375 Penalty: 3449.500977 Iteration 0F: 3 clusters Score -166774.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -167110.125000 Penalty: 3449.500977 Iteration 1F: 3 clusters Score -167110.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -167285.437500 Penalty: 3449.500977 Iteration 2F: 3 clusters Score -167285.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -167413.468750 Penalty: 3449.500977 Iteration 3F: 3 clusters Score -167413.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -167488.234375 Penalty: 3449.500977 Iteration 4Q: 3 clusters Score -167488.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -167538.640625 Penalty: 3449.500977 Iteration 5Q: 3 clusters Score -167538.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -167565.015625 Penalty: 3449.500977 Iteration 6Q: 3 clusters Score -167565 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -167592.421875 Penalty: 3449.500977 Iteration 7Q: 3 clusters Score -167592.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -167610.500000 Penalty: 3449.500977 Iteration 8Q: 3 clusters Score -167610.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -167619.125000 Penalty: 3449.500977 Iteration 9Q: 3 clusters Score -167619.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -167625.187500 Penalty: 3449.500977 Iteration 10Q: 3 clusters Score -167625.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -167629.703125 Penalty: 3449.500977 Iteration 11Q: 3 clusters Score -167629.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -167636.062500 Penalty: 3449.500977 Iteration 12Q: 3 clusters Score -167636.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -167638.093750 Penalty: 3449.500977 Iteration 13Q: 3 clusters Score -167638.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -167638.093750 Penalty: 3449.500977 Iteration 14F: 3 clusters Score -167638.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (29110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29110 members Entering Unmasked Estep Score: -4738926.000000 Penalty: 2549.151611 Iteration 0F: 2 clusters Score -4738926 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14413 members Mstep: Class 2 contains 14697 members Entering Unmasked Estep Score: -4718974.500000 Penalty: 5098.303223 Iteration 0F: 3 clusters Score -4718974 nChanged 13052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13765 members Mstep: Class 2 contains 15345 members Entering Unmasked Estep Score: -4726033.000000 Penalty: 5098.303223 Iteration 1F: 3 clusters Score -4726033 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13397 members Mstep: Class 2 contains 15713 members Entering Unmasked Estep Score: -4726527.500000 Penalty: 5098.303223 Iteration 2Q: 3 clusters Score -4726528 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12852 members Mstep: Class 2 contains 16258 members Entering Unmasked Estep Score: -4727062.000000 Penalty: 5098.303223 Iteration 3Q: 3 clusters Score -4727062 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12059 members Mstep: Class 2 contains 17051 members Entering Unmasked Estep Score: -4727732.000000 Penalty: 5098.303223 Iteration 4Q: 3 clusters Score -4727732 nChanged 1512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 18023 members Entering Unmasked Estep Score: -4728579.500000 Penalty: 5098.303223 Iteration 5F: 3 clusters Score -4728580 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9878 members Mstep: Class 2 contains 19232 members Entering Unmasked Estep Score: -4729656.500000 Penalty: 5098.303223 Iteration 6F: 3 clusters Score -4729656 nChanged 1816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 20608 members Entering Unmasked Estep Score: -4730936.500000 Penalty: 5098.303223 Iteration 7F: 3 clusters Score -4730936 nChanged 1836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Mstep: Class 2 contains 22050 members Entering Unmasked Estep Score: -4732395.500000 Penalty: 5098.303223 Iteration 8F: 3 clusters Score -4732396 nChanged 1693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 23405 members Entering Unmasked Estep Score: -4733708.000000 Penalty: 5098.303223 Iteration 9F: 3 clusters Score -4733708 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 24496 members Entering Unmasked Estep Score: -4734687.500000 Penalty: 5098.303223 Iteration 10Q: 3 clusters Score -4734688 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 25265 members Entering Unmasked Estep Score: -4735333.500000 Penalty: 5098.303223 Iteration 11Q: 3 clusters Score -4735334 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 25820 members Entering Unmasked Estep Score: -4735813.000000 Penalty: 5098.303223 Iteration 12Q: 3 clusters Score -4735813 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 26191 members Entering Unmasked Estep Score: -4736153.500000 Penalty: 5098.303223 Iteration 13Q: 3 clusters Score -4736154 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 26451 members Entering Unmasked Estep Score: -4736399.000000 Penalty: 5098.303223 Iteration 14Q: 3 clusters Score -4736399 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 26610 members Entering Unmasked Estep Score: -4736567.000000 Penalty: 5098.303223 Iteration 15Q: 3 clusters Score -4736567 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 26738 members Entering Unmasked Estep Score: -4736680.000000 Penalty: 5098.303223 Iteration 16Q: 3 clusters Score -4736680 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 26847 members Entering Unmasked Estep Score: -4736765.500000 Penalty: 5098.303223 Iteration 17Q: 3 clusters Score -4736766 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 26937 members Entering Unmasked Estep Score: -4736852.500000 Penalty: 5098.303223 Iteration 18Q: 3 clusters Score -4736852 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 26998 members Entering Unmasked Estep Score: -4736892.500000 Penalty: 5098.303223 Iteration 19Q: 3 clusters Score -4736892 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 27064 members Entering Unmasked Estep Score: -4736941.000000 Penalty: 5098.303223 Iteration 20F: 3 clusters Score -4736941 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 27116 members Entering Unmasked Estep Score: -4736970.500000 Penalty: 5098.303223 Iteration 21Q: 3 clusters Score -4736970 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 27170 members Entering Unmasked Estep Score: -4736999.500000 Penalty: 5098.303223 Iteration 22Q: 3 clusters Score -4737000 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 27208 members Entering Unmasked Estep Score: -4737014.000000 Penalty: 5098.303223 Iteration 23Q: 3 clusters Score -4737014 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 27242 members Entering Unmasked Estep Score: -4737045.000000 Penalty: 5098.303223 Iteration 24Q: 3 clusters Score -4737045 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 27264 members Entering Unmasked Estep Score: -4737047.500000 Penalty: 5098.303223 Iteration 25Q: 3 clusters Score -4737048 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 27288 members Entering Unmasked Estep Score: -4737064.500000 Penalty: 5098.303223 Iteration 26Q: 3 clusters Score -4737064 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 27311 members Entering Unmasked Estep Score: -4737070.000000 Penalty: 5098.303223 Iteration 27Q: 3 clusters Score -4737070 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 27336 members Entering Unmasked Estep Score: -4737074.000000 Penalty: 5098.303223 Iteration 28Q: 3 clusters Score -4737074 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 27356 members Entering Unmasked Estep Score: -4737081.500000 Penalty: 5098.303223 Iteration 29Q: 3 clusters Score -4737082 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 27377 members Entering Unmasked Estep Score: -4737093.000000 Penalty: 5098.303223 Iteration 30Q: 3 clusters Score -4737093 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 27396 members Entering Unmasked Estep Score: -4737104.000000 Penalty: 5098.303223 Iteration 31Q: 3 clusters Score -4737104 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 27410 members Entering Unmasked Estep Score: -4737112.500000 Penalty: 5098.303223 Iteration 32Q: 3 clusters Score -4737112 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 27425 members Entering Unmasked Estep Score: -4737107.000000 Penalty: 5098.303223 Iteration 33Q: 3 clusters Score -4737107 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 27431 members Entering Unmasked Estep Score: -4737117.500000 Penalty: 5098.303223 Iteration 34Q: 3 clusters Score -4737118 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 27435 members Entering Unmasked Estep Score: -4737110.000000 Penalty: 5098.303223 Iteration 35Q: 3 clusters Score -4737110 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 27435 members Entering Unmasked Estep Score: -4737112.500000 Penalty: 5098.303223 Iteration 36Q: 3 clusters Score -4737112 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 27438 members Entering Unmasked Estep Score: -4737121.000000 Penalty: 5098.303223 Iteration 37Q: 3 clusters Score -4737121 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 27443 members Entering Unmasked Estep Score: -4737119.500000 Penalty: 5098.303223 Iteration 38Q: 3 clusters Score -4737120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 27445 members Entering Unmasked Estep Score: -4737120.500000 Penalty: 5098.303223 Iteration 39Q: 3 clusters Score -4737120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 27447 members Entering Unmasked Estep Score: -4737123.500000 Penalty: 5098.303223 Iteration 40F: 3 clusters Score -4737124 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 27446 members Entering Unmasked Estep Score: -4737121.500000 Penalty: 5098.303223 Iteration 41Q: 3 clusters Score -4737122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 27447 members Entering Unmasked Estep Score: -4737123.500000 Penalty: 5098.303223 Iteration 42Q: 3 clusters Score -4737124 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 27447 members Entering Unmasked Estep Score: -4737123.500000 Penalty: 5098.303223 Iteration 43F: 3 clusters Score -4737124 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (9596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9596 members Entering Unmasked Estep Score: -1523511.500000 Penalty: 2273.937256 Iteration 0F: 2 clusters Score -1523512 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -1516148.125000 Penalty: 4547.874512 Iteration 0F: 3 clusters Score -1516148 nChanged 3989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -1518347.625000 Penalty: 4547.874512 Iteration 1F: 3 clusters Score -1518348 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -1518727.000000 Penalty: 4547.874512 Iteration 2F: 3 clusters Score -1518727 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -1519068.000000 Penalty: 4547.874512 Iteration 3F: 3 clusters Score -1519068 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -1519429.875000 Penalty: 4547.874512 Iteration 4F: 3 clusters Score -1519430 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -1519846.500000 Penalty: 4547.874512 Iteration 5F: 3 clusters Score -1519846 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -1520276.875000 Penalty: 4547.874512 Iteration 6F: 3 clusters Score -1520277 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -1520663.000000 Penalty: 4547.874512 Iteration 7F: 3 clusters Score -1520663 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1521014.000000 Penalty: 4547.874512 Iteration 8Q: 3 clusters Score -1521014 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -1521332.500000 Penalty: 4547.874512 Iteration 9Q: 3 clusters Score -1521332 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 7404 members Entering Unmasked Estep Score: -1521590.875000 Penalty: 4547.874512 Iteration 10Q: 3 clusters Score -1521591 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -1521831.125000 Penalty: 4547.874512 Iteration 11Q: 3 clusters Score -1521831 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 7821 members Entering Unmasked Estep Score: -1522012.500000 Penalty: 4547.874512 Iteration 12Q: 3 clusters Score -1522012 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -1522146.375000 Penalty: 4547.874512 Iteration 13Q: 3 clusters Score -1522146 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -1522236.875000 Penalty: 4547.874512 Iteration 14Q: 3 clusters Score -1522237 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 8169 members Entering Unmasked Estep Score: -1522301.500000 Penalty: 4547.874512 Iteration 15Q: 3 clusters Score -1522302 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -1522345.125000 Penalty: 4547.874512 Iteration 16Q: 3 clusters Score -1522345 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 8287 members Entering Unmasked Estep Score: -1522380.500000 Penalty: 4547.874512 Iteration 17Q: 3 clusters Score -1522380 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -1522411.625000 Penalty: 4547.874512 Iteration 18Q: 3 clusters Score -1522412 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -1522425.500000 Penalty: 4547.874512 Iteration 19Q: 3 clusters Score -1522426 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 8392 members Entering Unmasked Estep Score: -1522441.250000 Penalty: 4547.874512 Iteration 20F: 3 clusters Score -1522441 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 8415 members Entering Unmasked Estep Score: -1522452.000000 Penalty: 4547.874512 Iteration 21Q: 3 clusters Score -1522452 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 8435 members Entering Unmasked Estep Score: -1522456.000000 Penalty: 4547.874512 Iteration 22Q: 3 clusters Score -1522456 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -1522463.500000 Penalty: 4547.874512 Iteration 23Q: 3 clusters Score -1522464 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -1522470.750000 Penalty: 4547.874512 Iteration 24Q: 3 clusters Score -1522471 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 8467 members Entering Unmasked Estep Score: -1522476.625000 Penalty: 4547.874512 Iteration 25Q: 3 clusters Score -1522477 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 8476 members Entering Unmasked Estep Score: -1522481.875000 Penalty: 4547.874512 Iteration 26Q: 3 clusters Score -1522482 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 8485 members Entering Unmasked Estep Score: -1522484.750000 Penalty: 4547.874512 Iteration 27Q: 3 clusters Score -1522485 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -1522490.125000 Penalty: 4547.874512 Iteration 28Q: 3 clusters Score -1522490 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 8498 members Entering Unmasked Estep Score: -1522490.500000 Penalty: 4547.874512 Iteration 29Q: 3 clusters Score -1522490 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 8499 members Entering Unmasked Estep Score: -1522492.750000 Penalty: 4547.874512 Iteration 30Q: 3 clusters Score -1522493 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 8498 members Entering Unmasked Estep Score: -1522497.875000 Penalty: 4547.874512 Iteration 31Q: 3 clusters Score -1522498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 8501 members Entering Unmasked Estep Score: -1522498.375000 Penalty: 4547.874512 Iteration 32Q: 3 clusters Score -1522498 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 8505 members Entering Unmasked Estep Score: -1522501.375000 Penalty: 4547.874512 Iteration 33Q: 3 clusters Score -1522501 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 8508 members Entering Unmasked Estep Score: -1522502.375000 Penalty: 4547.874512 Iteration 34Q: 3 clusters Score -1522502 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 8506 members Entering Unmasked Estep Score: -1522505.375000 Penalty: 4547.874512 Iteration 35Q: 3 clusters Score -1522505 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 8506 members Entering Unmasked Estep Score: -1522505.375000 Penalty: 4547.874512 Iteration 36F: 3 clusters Score -1522505 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -119211.679688 Penalty: 1650.868164 Iteration 0F: 2 clusters Score -119211.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -117568.609375 Penalty: 3301.736328 Iteration 0F: 3 clusters Score -117568.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -118030.585938 Penalty: 3301.736328 Iteration 1F: 3 clusters Score -118030.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -118254.382812 Penalty: 3301.736328 Iteration 2F: 3 clusters Score -118254.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -118397.804688 Penalty: 3301.736328 Iteration 3F: 3 clusters Score -118397.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -118460.210938 Penalty: 3301.736328 Iteration 4Q: 3 clusters Score -118460.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -118485.773438 Penalty: 3301.736328 Iteration 5Q: 3 clusters Score -118485.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -118497.703125 Penalty: 3301.736328 Iteration 6Q: 3 clusters Score -118497.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -118516.796875 Penalty: 3301.736328 Iteration 7Q: 3 clusters Score -118516.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -118521.078125 Penalty: 3301.736328 Iteration 8Q: 3 clusters Score -118521.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -118526.125000 Penalty: 3301.736328 Iteration 9Q: 3 clusters Score -118526.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -118529.882812 Penalty: 3301.736328 Iteration 10Q: 3 clusters Score -118529.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -118529.882812 Penalty: 3301.736328 Iteration 11F: 3 clusters Score -118529.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -46629.707031 Penalty: 1455.585693 Iteration 0F: 2 clusters Score -46629.71 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 180 members Entering Unmasked Estep Score: -45363.007812 Penalty: 2911.171387 Iteration 0F: 3 clusters Score -45363.01 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -45567.324219 Penalty: 2911.171387 Iteration 1F: 3 clusters Score -45567.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -45647.023438 Penalty: 2911.171387 Iteration 2F: 3 clusters Score -45647.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -45688.671875 Penalty: 2911.171387 Iteration 3Q: 3 clusters Score -45688.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -45711.464844 Penalty: 2911.171387 Iteration 4Q: 3 clusters Score -45711.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -45741.707031 Penalty: 2911.171387 Iteration 5Q: 3 clusters Score -45741.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -45769.546875 Penalty: 2911.171387 Iteration 6Q: 3 clusters Score -45769.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -45783.324219 Penalty: 2911.171387 Iteration 7Q: 3 clusters Score -45783.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -45788.625000 Penalty: 2911.171387 Iteration 8Q: 3 clusters Score -45788.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -45811.421875 Penalty: 2911.171387 Iteration 9Q: 3 clusters Score -45811.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -45816.507812 Penalty: 2911.171387 Iteration 10Q: 3 clusters Score -45816.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -45816.507812 Penalty: 2911.171387 Iteration 11F: 3 clusters Score -45816.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (769 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Entering Unmasked Estep Score: -108833.281250 Penalty: 1647.982544 Iteration 0F: 2 clusters Score -108833.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -107103.125000 Penalty: 3295.965088 Iteration 0F: 3 clusters Score -107103.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -107390.125000 Penalty: 3295.965088 Iteration 1F: 3 clusters Score -107390.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -107521.570312 Penalty: 3295.965088 Iteration 2F: 3 clusters Score -107521.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -107595.734375 Penalty: 3295.965088 Iteration 3Q: 3 clusters Score -107595.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -107650.671875 Penalty: 3295.965088 Iteration 4Q: 3 clusters Score -107650.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -107701.257812 Penalty: 3295.965088 Iteration 5Q: 3 clusters Score -107701.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -107723.671875 Penalty: 3295.965088 Iteration 6Q: 3 clusters Score -107723.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -107734.992188 Penalty: 3295.965088 Iteration 7Q: 3 clusters Score -107735 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -107738.289062 Penalty: 3295.965088 Iteration 8Q: 3 clusters Score -107738.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -107746.484375 Penalty: 3295.965088 Iteration 9Q: 3 clusters Score -107746.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -107752.273438 Penalty: 3295.965088 Iteration 10Q: 3 clusters Score -107752.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -107765.835938 Penalty: 3295.965088 Iteration 11Q: 3 clusters Score -107765.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -107776.437500 Penalty: 3295.965088 Iteration 12Q: 3 clusters Score -107776.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -107778.085938 Penalty: 3295.965088 Iteration 13Q: 3 clusters Score -107778.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -107784.093750 Penalty: 3295.965088 Iteration 14Q: 3 clusters Score -107784.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -107795.578125 Penalty: 3295.965088 Iteration 15Q: 3 clusters Score -107795.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -107800.539062 Penalty: 3295.965088 Iteration 16Q: 3 clusters Score -107800.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -107810.726562 Penalty: 3295.965088 Iteration 17Q: 3 clusters Score -107810.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -107818.546875 Penalty: 3295.965088 Iteration 18Q: 3 clusters Score -107818.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -107823.242188 Penalty: 3295.965088 Iteration 19Q: 3 clusters Score -107823.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -107836.117188 Penalty: 3295.965088 Iteration 20F: 3 clusters Score -107836.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -107841.617188 Penalty: 3295.965088 Iteration 21Q: 3 clusters Score -107841.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -107847.062500 Penalty: 3295.965088 Iteration 22Q: 3 clusters Score -107847.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -107849.062500 Penalty: 3295.965088 Iteration 23Q: 3 clusters Score -107849.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -107849.062500 Penalty: 3295.965088 Iteration 24F: 3 clusters Score -107849.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Entering Unmasked Estep Score: -707115.750000 Penalty: 2075.953125 Iteration 0F: 2 clusters Score -707115.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -703018.125000 Penalty: 4151.906250 Iteration 0F: 3 clusters Score -703018.1 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -703988.250000 Penalty: 4151.906250 Iteration 1F: 3 clusters Score -703988.2 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -704397.937500 Penalty: 4151.906250 Iteration 2F: 3 clusters Score -704397.9 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -704868.062500 Penalty: 4151.906250 Iteration 3F: 3 clusters Score -704868.1 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -705317.687500 Penalty: 4151.906250 Iteration 4F: 3 clusters Score -705317.7 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -705643.937500 Penalty: 4151.906250 Iteration 5F: 3 clusters Score -705643.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -705838.687500 Penalty: 4151.906250 Iteration 6F: 3 clusters Score -705838.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -705950.062500 Penalty: 4151.906250 Iteration 7Q: 3 clusters Score -705950.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -706017.562500 Penalty: 4151.906250 Iteration 8Q: 3 clusters Score -706017.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -706059.937500 Penalty: 4151.906250 Iteration 9Q: 3 clusters Score -706059.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -706080.937500 Penalty: 4151.906250 Iteration 10Q: 3 clusters Score -706080.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -706094.750000 Penalty: 4151.906250 Iteration 11Q: 3 clusters Score -706094.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -706104.375000 Penalty: 4151.906250 Iteration 12Q: 3 clusters Score -706104.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -706116.687500 Penalty: 4151.906250 Iteration 13Q: 3 clusters Score -706116.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -706124.562500 Penalty: 4151.906250 Iteration 14Q: 3 clusters Score -706124.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -706133.125000 Penalty: 4151.906250 Iteration 15Q: 3 clusters Score -706133.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -706140.562500 Penalty: 4151.906250 Iteration 16Q: 3 clusters Score -706140.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -706146.875000 Penalty: 4151.906250 Iteration 17Q: 3 clusters Score -706146.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -706149.187500 Penalty: 4151.906250 Iteration 18Q: 3 clusters Score -706149.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -706149.312500 Penalty: 4151.906250 Iteration 19Q: 3 clusters Score -706149.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -706152.062500 Penalty: 4151.906250 Iteration 20F: 3 clusters Score -706152.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -706152.125000 Penalty: 4151.906250 Iteration 21Q: 3 clusters Score -706152.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -706152.125000 Penalty: 4151.906250 Iteration 22F: 3 clusters Score -706152.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (52399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52399 members Entering Unmasked Estep Score: -8586616.000000 Penalty: 2694.927490 Iteration 0F: 2 clusters Score -8586616 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25954 members Mstep: Class 2 contains 26445 members Entering Unmasked Estep Score: -8554679.000000 Penalty: 5389.854980 Iteration 0F: 3 clusters Score -8554679 nChanged 24048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24460 members Mstep: Class 2 contains 27939 members Entering Unmasked Estep Score: -8567996.000000 Penalty: 5389.854980 Iteration 1F: 3 clusters Score -8567996 nChanged 2281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23679 members Mstep: Class 2 contains 28720 members Entering Unmasked Estep Score: -8568767.000000 Penalty: 5389.854980 Iteration 2Q: 3 clusters Score -8568767 nChanged 2304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22753 members Mstep: Class 2 contains 29646 members Entering Unmasked Estep Score: -8569669.000000 Penalty: 5389.854980 Iteration 3Q: 3 clusters Score -8569669 nChanged 2624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21615 members Mstep: Class 2 contains 30784 members Entering Unmasked Estep Score: -8571043.000000 Penalty: 5389.854980 Iteration 4F: 3 clusters Score -8571043 nChanged 2957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20360 members Mstep: Class 2 contains 32039 members Entering Unmasked Estep Score: -8572868.000000 Penalty: 5389.854980 Iteration 5F: 3 clusters Score -8572868 nChanged 3209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18999 members Mstep: Class 2 contains 33400 members Entering Unmasked Estep Score: -8574952.000000 Penalty: 5389.854980 Iteration 6F: 3 clusters Score -8574952 nChanged 3156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17639 members Mstep: Class 2 contains 34760 members Entering Unmasked Estep Score: -8577019.000000 Penalty: 5389.854980 Iteration 7F: 3 clusters Score -8577019 nChanged 2786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16305 members Mstep: Class 2 contains 36094 members Entering Unmasked Estep Score: -8578699.000000 Penalty: 5389.854980 Iteration 8F: 3 clusters Score -8578699 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14912 members Mstep: Class 2 contains 37487 members Entering Unmasked Estep Score: -8579946.000000 Penalty: 5389.854980 Iteration 9Q: 3 clusters Score -8579946 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13556 members Mstep: Class 2 contains 38843 members Entering Unmasked Estep Score: -8580938.000000 Penalty: 5389.854980 Iteration 10Q: 3 clusters Score -8580938 nChanged 1670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12194 members Mstep: Class 2 contains 40205 members Entering Unmasked Estep Score: -8581695.000000 Penalty: 5389.854980 Iteration 11Q: 3 clusters Score -8581695 nChanged 1458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 41511 members Entering Unmasked Estep Score: -8582315.000000 Penalty: 5389.854980 Iteration 12Q: 3 clusters Score -8582315 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 42778 members Entering Unmasked Estep Score: -8582984.000000 Penalty: 5389.854980 Iteration 13Q: 3 clusters Score -8582984 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 43996 members Entering Unmasked Estep Score: -8583505.000000 Penalty: 5389.854980 Iteration 14Q: 3 clusters Score -8583505 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 45073 members Entering Unmasked Estep Score: -8584014.000000 Penalty: 5389.854980 Iteration 15Q: 3 clusters Score -8584014 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 45999 members Entering Unmasked Estep Score: -8584413.000000 Penalty: 5389.854980 Iteration 16Q: 3 clusters Score -8584413 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 46801 members Entering Unmasked Estep Score: -8584685.000000 Penalty: 5389.854980 Iteration 17Q: 3 clusters Score -8584685 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 47496 members Entering Unmasked Estep Score: -8585012.000000 Penalty: 5389.854980 Iteration 18Q: 3 clusters Score -8585012 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 48103 members Entering Unmasked Estep Score: -8585230.000000 Penalty: 5389.854980 Iteration 19Q: 3 clusters Score -8585230 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 48603 members Entering Unmasked Estep Score: -8585423.000000 Penalty: 5389.854980 Iteration 20F: 3 clusters Score -8585423 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 48978 members Entering Unmasked Estep Score: -8585443.000000 Penalty: 5389.854980 Iteration 21Q: 3 clusters Score -8585443 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 49266 members Entering Unmasked Estep Score: -8585484.000000 Penalty: 5389.854980 Iteration 22Q: 3 clusters Score -8585484 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 49511 members Entering Unmasked Estep Score: -8585459.000000 Penalty: 5389.854980 Iteration 23Q: 3 clusters Score -8585459 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 49702 members Entering Unmasked Estep Score: -8585453.000000 Penalty: 5389.854980 Iteration 24Q: 3 clusters Score -8585453 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 49868 members Entering Unmasked Estep Score: -8585498.000000 Penalty: 5389.854980 Iteration 25Q: 3 clusters Score -8585498 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 50002 members Entering Unmasked Estep Score: -8585497.000000 Penalty: 5389.854980 Iteration 26Q: 3 clusters Score -8585497 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 50105 members Entering Unmasked Estep Score: -8585484.000000 Penalty: 5389.854980 Iteration 27Q: 3 clusters Score -8585484 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 50193 members Entering Unmasked Estep Score: -8585494.000000 Penalty: 5389.854980 Iteration 28Q: 3 clusters Score -8585494 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 50271 members Entering Unmasked Estep Score: -8585490.000000 Penalty: 5389.854980 Iteration 29Q: 3 clusters Score -8585490 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 50342 members Entering Unmasked Estep Score: -8585481.000000 Penalty: 5389.854980 Iteration 30Q: 3 clusters Score -8585481 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 50406 members Entering Unmasked Estep Score: -8585484.000000 Penalty: 5389.854980 Iteration 31Q: 3 clusters Score -8585484 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 50449 members Entering Unmasked Estep Score: -8585485.000000 Penalty: 5389.854980 Iteration 32Q: 3 clusters Score -8585485 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 50494 members Entering Unmasked Estep Score: -8585491.000000 Penalty: 5389.854980 Iteration 33Q: 3 clusters Score -8585491 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 50521 members Entering Unmasked Estep Score: -8585497.000000 Penalty: 5389.854980 Iteration 34Q: 3 clusters Score -8585497 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 50542 members Entering Unmasked Estep Score: -8585491.000000 Penalty: 5389.854980 Iteration 35Q: 3 clusters Score -8585491 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 50554 members Entering Unmasked Estep Score: -8585494.000000 Penalty: 5389.854980 Iteration 36Q: 3 clusters Score -8585494 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 50566 members Entering Unmasked Estep Score: -8585496.000000 Penalty: 5389.854980 Iteration 37Q: 3 clusters Score -8585496 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 50574 members Entering Unmasked Estep Score: -8585487.000000 Penalty: 5389.854980 Iteration 38Q: 3 clusters Score -8585487 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 50583 members Entering Unmasked Estep Score: -8585487.000000 Penalty: 5389.854980 Iteration 39Q: 3 clusters Score -8585487 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 50585 members Entering Unmasked Estep Score: -8585481.000000 Penalty: 5389.854980 Iteration 40F: 3 clusters Score -8585481 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 50590 members Entering Unmasked Estep Score: -8585488.000000 Penalty: 5389.854980 Iteration 41Q: 3 clusters Score -8585488 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 50597 members Entering Unmasked Estep Score: -8585491.000000 Penalty: 5389.854980 Iteration 42Q: 3 clusters Score -8585491 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 50597 members Entering Unmasked Estep Score: -8585497.000000 Penalty: 5389.854980 Iteration 43Q: 3 clusters Score -8585497 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 50599 members Entering Unmasked Estep Score: -8585492.000000 Penalty: 5389.854980 Iteration 44Q: 3 clusters Score -8585492 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 50603 members Entering Unmasked Estep Score: -8585491.000000 Penalty: 5389.854980 Iteration 45Q: 3 clusters Score -8585491 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 50608 members Entering Unmasked Estep Score: -8585484.000000 Penalty: 5389.854980 Iteration 46Q: 3 clusters Score -8585484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 50610 members Entering Unmasked Estep Score: -8585488.000000 Penalty: 5389.854980 Iteration 47Q: 3 clusters Score -8585488 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 50611 members Entering Unmasked Estep Score: -8585485.000000 Penalty: 5389.854980 Iteration 48Q: 3 clusters Score -8585485 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 50611 members Entering Unmasked Estep Score: -8585485.000000 Penalty: 5389.854980 Iteration 49F: 3 clusters Score -8585485 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -71173.648438 Penalty: 1566.208862 Iteration 0F: 2 clusters Score -71173.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -69657.492188 Penalty: 3132.417725 Iteration 0F: 3 clusters Score -69657.49 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -69956.515625 Penalty: 3132.417725 Iteration 1F: 3 clusters Score -69956.52 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -70291.015625 Penalty: 3132.417725 Iteration 2F: 3 clusters Score -70291.02 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -70536.476562 Penalty: 3132.417725 Iteration 3F: 3 clusters Score -70536.48 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -70737.523438 Penalty: 3132.417725 Iteration 4F: 3 clusters Score -70737.52 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -70948.445312 Penalty: 3132.417725 Iteration 5F: 3 clusters Score -70948.45 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -71147.960938 Penalty: 3132.417725 Iteration 6Q: 3 clusters Score -71147.96 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -71443.507812 Penalty: 3132.417725 Iteration 7Q: 3 clusters Score -71443.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -71569.890625 Penalty: 3132.417725 Iteration 8Q: 3 clusters Score -71569.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -71688.929688 Penalty: 3132.417725 Iteration 9Q: 3 clusters Score -71688.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -71767.820312 Penalty: 3132.417725 Iteration 10Q: 3 clusters Score -71767.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -71786.875000 Penalty: 3132.417725 Iteration 11Q: 3 clusters Score -71786.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -71802.414062 Penalty: 3132.417725 Iteration 12Q: 3 clusters Score -71802.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -71823.750000 Penalty: 3132.417725 Iteration 13Q: 3 clusters Score -71823.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -71828.117188 Penalty: 3132.417725 Iteration 14Q: 3 clusters Score -71828.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -71828.132812 Penalty: 3132.417725 Iteration 15F: 3 clusters Score -71828.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -71837.062500 Penalty: 3132.417725 Iteration 16Q: 3 clusters Score -71837.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -71864.828125 Penalty: 3132.417725 Iteration 17Q: 3 clusters Score -71864.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -71909.304688 Penalty: 3132.417725 Iteration 18Q: 3 clusters Score -71909.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -72004.250000 Penalty: 3132.417725 Iteration 19Q: 3 clusters Score -72004.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -72105.695312 Penalty: 3132.417725 Iteration 20F: 3 clusters Score -72105.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -72227.718750 Penalty: 3132.417725 Iteration 21Q: 3 clusters Score -72227.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -72320.789062 Penalty: 3132.417725 Iteration 22Q: 3 clusters Score -72320.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -72327.546875 Penalty: 3132.417725 Iteration 23F: 3 clusters Score -72327.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -72353.695312 Penalty: 3132.417725 Iteration 24Q: 3 clusters Score -72353.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -72353.695312 Penalty: 3132.417725 Iteration 25F: 3 clusters Score -72353.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29111 members Mstep: Class 4 contains 43621 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29110 members Mstep: Class 10 contains 9596 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4319 members Mstep: Class 15 contains 52399 members Mstep: Class 16 contains 247 members Mstep: Class 17 contains 3880 members Mstep: Class 18 contains 6015 members Mstep: Class 19 contains 3833 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39103 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Mstep: Class 25 contains 306 members Entering Unmasked Estep Score: -37741900.000000 Penalty: 76699.429688 Splitting cluster 16 changes total score from -37742220.000000 to -37741900.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (3880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Entering Unmasked Estep Score: -638519.187500 Penalty: 2049.370605 Iteration 0F: 2 clusters Score -638519.2 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 1954 members Entering Unmasked Estep Score: -634680.187500 Penalty: 4098.741211 Iteration 0F: 3 clusters Score -634680.2 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -635545.062500 Penalty: 4098.741211 Iteration 1F: 3 clusters Score -635545.1 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -635726.250000 Penalty: 4098.741211 Iteration 2F: 3 clusters Score -635726.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -635837.125000 Penalty: 4098.741211 Iteration 3Q: 3 clusters Score -635837.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -635898.312500 Penalty: 4098.741211 Iteration 4Q: 3 clusters Score -635898.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -635934.062500 Penalty: 4098.741211 Iteration 5Q: 3 clusters Score -635934.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -635960.437500 Penalty: 4098.741211 Iteration 6Q: 3 clusters Score -635960.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -635984.750000 Penalty: 4098.741211 Iteration 7Q: 3 clusters Score -635984.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -636004.187500 Penalty: 4098.741211 Iteration 8Q: 3 clusters Score -636004.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -636017.687500 Penalty: 4098.741211 Iteration 9Q: 3 clusters Score -636017.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -636039.125000 Penalty: 4098.741211 Iteration 10Q: 3 clusters Score -636039.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -636055.125000 Penalty: 4098.741211 Iteration 11Q: 3 clusters Score -636055.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -636073.187500 Penalty: 4098.741211 Iteration 12Q: 3 clusters Score -636073.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -636082.250000 Penalty: 4098.741211 Iteration 13Q: 3 clusters Score -636082.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -636091.250000 Penalty: 4098.741211 Iteration 14Q: 3 clusters Score -636091.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -636099.312500 Penalty: 4098.741211 Iteration 15Q: 3 clusters Score -636099.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -636108.687500 Penalty: 4098.741211 Iteration 16Q: 3 clusters Score -636108.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -636119.812500 Penalty: 4098.741211 Iteration 17Q: 3 clusters Score -636119.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -636130.312500 Penalty: 4098.741211 Iteration 18Q: 3 clusters Score -636130.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -636140.500000 Penalty: 4098.741211 Iteration 19Q: 3 clusters Score -636140.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -636157.375000 Penalty: 4098.741211 Iteration 20F: 3 clusters Score -636157.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -636169.937500 Penalty: 4098.741211 Iteration 21Q: 3 clusters Score -636169.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -636184.125000 Penalty: 4098.741211 Iteration 22Q: 3 clusters Score -636184.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -636196.437500 Penalty: 4098.741211 Iteration 23Q: 3 clusters Score -636196.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -636211.312500 Penalty: 4098.741211 Iteration 24Q: 3 clusters Score -636211.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -636225.812500 Penalty: 4098.741211 Iteration 25Q: 3 clusters Score -636225.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -636244.312500 Penalty: 4098.741211 Iteration 26Q: 3 clusters Score -636244.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -636265.687500 Penalty: 4098.741211 Iteration 27Q: 3 clusters Score -636265.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -636289.125000 Penalty: 4098.741211 Iteration 28Q: 3 clusters Score -636289.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -636323.000000 Penalty: 4098.741211 Iteration 29Q: 3 clusters Score -636323 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -636376.437500 Penalty: 4098.741211 Iteration 30Q: 3 clusters Score -636376.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -636433.062500 Penalty: 4098.741211 Iteration 31Q: 3 clusters Score -636433.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -636511.812500 Penalty: 4098.741211 Iteration 32Q: 3 clusters Score -636511.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -636580.250000 Penalty: 4098.741211 Iteration 33Q: 3 clusters Score -636580.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -636644.437500 Penalty: 4098.741211 Iteration 34Q: 3 clusters Score -636644.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -636713.875000 Penalty: 4098.741211 Iteration 35Q: 3 clusters Score -636713.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -636781.687500 Penalty: 4098.741211 Iteration 36Q: 3 clusters Score -636781.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -636831.312500 Penalty: 4098.741211 Iteration 37Q: 3 clusters Score -636831.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -636874.687500 Penalty: 4098.741211 Iteration 38Q: 3 clusters Score -636874.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -636904.812500 Penalty: 4098.741211 Iteration 39Q: 3 clusters Score -636904.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -636937.562500 Penalty: 4098.741211 Iteration 40F: 3 clusters Score -636937.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -636976.437500 Penalty: 4098.741211 Iteration 41Q: 3 clusters Score -636976.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -637016.250000 Penalty: 4098.741211 Iteration 42Q: 3 clusters Score -637016.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -637045.250000 Penalty: 4098.741211 Iteration 43Q: 3 clusters Score -637045.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -637067.125000 Penalty: 4098.741211 Iteration 44Q: 3 clusters Score -637067.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -637085.625000 Penalty: 4098.741211 Iteration 45Q: 3 clusters Score -637085.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -637096.812500 Penalty: 4098.741211 Iteration 46Q: 3 clusters Score -637096.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -637105.875000 Penalty: 4098.741211 Iteration 47Q: 3 clusters Score -637105.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -637117.062500 Penalty: 4098.741211 Iteration 48Q: 3 clusters Score -637117.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -637122.750000 Penalty: 4098.741211 Iteration 49Q: 3 clusters Score -637122.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -637125.625000 Penalty: 4098.741211 Iteration 50Q: 3 clusters Score -637125.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -637128.062500 Penalty: 4098.741211 Iteration 51Q: 3 clusters Score -637128.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -637130.937500 Penalty: 4098.741211 Iteration 52Q: 3 clusters Score -637130.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -637130.937500 Penalty: 4098.741211 Iteration 53F: 3 clusters Score -637130.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6015 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Entering Unmasked Estep Score: -947401.562500 Penalty: 2158.098877 Iteration 0F: 2 clusters Score -947401.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -942267.625000 Penalty: 4316.197754 Iteration 0F: 3 clusters Score -942267.6 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -943500.187500 Penalty: 4316.197754 Iteration 1F: 3 clusters Score -943500.2 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -943713.250000 Penalty: 4316.197754 Iteration 2F: 3 clusters Score -943713.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -943864.875000 Penalty: 4316.197754 Iteration 3Q: 3 clusters Score -943864.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -943993.500000 Penalty: 4316.197754 Iteration 4Q: 3 clusters Score -943993.5 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -944112.187500 Penalty: 4316.197754 Iteration 5Q: 3 clusters Score -944112.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -944225.375000 Penalty: 4316.197754 Iteration 6Q: 3 clusters Score -944225.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -944341.687500 Penalty: 4316.197754 Iteration 7Q: 3 clusters Score -944341.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -944468.000000 Penalty: 4316.197754 Iteration 8Q: 3 clusters Score -944468 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -944568.812500 Penalty: 4316.197754 Iteration 9Q: 3 clusters Score -944568.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -944651.500000 Penalty: 4316.197754 Iteration 10Q: 3 clusters Score -944651.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -944739.875000 Penalty: 4316.197754 Iteration 11Q: 3 clusters Score -944739.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -944820.750000 Penalty: 4316.197754 Iteration 12Q: 3 clusters Score -944820.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -944912.625000 Penalty: 4316.197754 Iteration 13Q: 3 clusters Score -944912.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -944992.937500 Penalty: 4316.197754 Iteration 14Q: 3 clusters Score -944992.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -945065.875000 Penalty: 4316.197754 Iteration 15Q: 3 clusters Score -945065.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -945148.687500 Penalty: 4316.197754 Iteration 16Q: 3 clusters Score -945148.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -945218.250000 Penalty: 4316.197754 Iteration 17Q: 3 clusters Score -945218.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -945279.750000 Penalty: 4316.197754 Iteration 18Q: 3 clusters Score -945279.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -945329.687500 Penalty: 4316.197754 Iteration 19Q: 3 clusters Score -945329.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -945367.750000 Penalty: 4316.197754 Iteration 20F: 3 clusters Score -945367.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -945397.937500 Penalty: 4316.197754 Iteration 21Q: 3 clusters Score -945397.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -945428.125000 Penalty: 4316.197754 Iteration 22Q: 3 clusters Score -945428.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -945457.562500 Penalty: 4316.197754 Iteration 23Q: 3 clusters Score -945457.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -945476.125000 Penalty: 4316.197754 Iteration 24Q: 3 clusters Score -945476.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -945500.000000 Penalty: 4316.197754 Iteration 25Q: 3 clusters Score -945500 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -945514.687500 Penalty: 4316.197754 Iteration 26Q: 3 clusters Score -945514.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -945529.437500 Penalty: 4316.197754 Iteration 27Q: 3 clusters Score -945529.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -945547.437500 Penalty: 4316.197754 Iteration 28Q: 3 clusters Score -945547.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -945564.375000 Penalty: 4316.197754 Iteration 29Q: 3 clusters Score -945564.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -945583.750000 Penalty: 4316.197754 Iteration 30Q: 3 clusters Score -945583.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -945598.437500 Penalty: 4316.197754 Iteration 31Q: 3 clusters Score -945598.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -945611.625000 Penalty: 4316.197754 Iteration 32Q: 3 clusters Score -945611.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -945619.250000 Penalty: 4316.197754 Iteration 33Q: 3 clusters Score -945619.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -945626.437500 Penalty: 4316.197754 Iteration 34Q: 3 clusters Score -945626.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -945633.062500 Penalty: 4316.197754 Iteration 35Q: 3 clusters Score -945633.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -945641.875000 Penalty: 4316.197754 Iteration 36Q: 3 clusters Score -945641.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -945650.250000 Penalty: 4316.197754 Iteration 37Q: 3 clusters Score -945650.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -945658.937500 Penalty: 4316.197754 Iteration 38Q: 3 clusters Score -945658.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -945672.250000 Penalty: 4316.197754 Iteration 39Q: 3 clusters Score -945672.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -945682.500000 Penalty: 4316.197754 Iteration 40F: 3 clusters Score -945682.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -945693.000000 Penalty: 4316.197754 Iteration 41Q: 3 clusters Score -945693 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -945700.875000 Penalty: 4316.197754 Iteration 42Q: 3 clusters Score -945700.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -945709.125000 Penalty: 4316.197754 Iteration 43Q: 3 clusters Score -945709.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -945712.062500 Penalty: 4316.197754 Iteration 44Q: 3 clusters Score -945712.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -945717.937500 Penalty: 4316.197754 Iteration 45Q: 3 clusters Score -945717.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -945719.812500 Penalty: 4316.197754 Iteration 46Q: 3 clusters Score -945719.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -945723.875000 Penalty: 4316.197754 Iteration 47Q: 3 clusters Score -945723.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -945726.125000 Penalty: 4316.197754 Iteration 48Q: 3 clusters Score -945726.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -945726.750000 Penalty: 4316.197754 Iteration 49Q: 3 clusters Score -945726.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -945725.625000 Penalty: 4316.197754 Iteration 50Q: 3 clusters Score -945725.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -945728.187500 Penalty: 4316.197754 Iteration 51Q: 3 clusters Score -945728.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -945728.125000 Penalty: 4316.197754 Iteration 52Q: 3 clusters Score -945728.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -945728.125000 Penalty: 4316.197754 Iteration 53F: 3 clusters Score -945728.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Entering Unmasked Estep Score: -633811.687500 Penalty: 2046.347900 Iteration 0F: 2 clusters Score -633811.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -630000.687500 Penalty: 4092.695801 Iteration 0F: 3 clusters Score -630000.7 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -630899.687500 Penalty: 4092.695801 Iteration 1F: 3 clusters Score -630899.7 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -631103.687500 Penalty: 4092.695801 Iteration 2F: 3 clusters Score -631103.7 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -631242.187500 Penalty: 4092.695801 Iteration 3F: 3 clusters Score -631242.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -631339.375000 Penalty: 4092.695801 Iteration 4Q: 3 clusters Score -631339.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -631418.062500 Penalty: 4092.695801 Iteration 5Q: 3 clusters Score -631418.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -631476.750000 Penalty: 4092.695801 Iteration 6Q: 3 clusters Score -631476.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -631528.437500 Penalty: 4092.695801 Iteration 7Q: 3 clusters Score -631528.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -631553.437500 Penalty: 4092.695801 Iteration 8Q: 3 clusters Score -631553.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -631577.187500 Penalty: 4092.695801 Iteration 9Q: 3 clusters Score -631577.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -631595.125000 Penalty: 4092.695801 Iteration 10Q: 3 clusters Score -631595.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -631608.312500 Penalty: 4092.695801 Iteration 11Q: 3 clusters Score -631608.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -631615.187500 Penalty: 4092.695801 Iteration 12Q: 3 clusters Score -631615.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -631618.000000 Penalty: 4092.695801 Iteration 13Q: 3 clusters Score -631618 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -631623.500000 Penalty: 4092.695801 Iteration 14Q: 3 clusters Score -631623.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -631628.250000 Penalty: 4092.695801 Iteration 15Q: 3 clusters Score -631628.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -631632.062500 Penalty: 4092.695801 Iteration 16Q: 3 clusters Score -631632.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -631635.062500 Penalty: 4092.695801 Iteration 17Q: 3 clusters Score -631635.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -631637.937500 Penalty: 4092.695801 Iteration 18Q: 3 clusters Score -631637.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -631640.812500 Penalty: 4092.695801 Iteration 19Q: 3 clusters Score -631640.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -631644.375000 Penalty: 4092.695801 Iteration 20F: 3 clusters Score -631644.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -631647.875000 Penalty: 4092.695801 Iteration 21Q: 3 clusters Score -631647.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -631650.562500 Penalty: 4092.695801 Iteration 22Q: 3 clusters Score -631650.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -631652.062500 Penalty: 4092.695801 Iteration 23Q: 3 clusters Score -631652.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -631656.375000 Penalty: 4092.695801 Iteration 24Q: 3 clusters Score -631656.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -631658.187500 Penalty: 4092.695801 Iteration 25Q: 3 clusters Score -631658.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -631656.562500 Penalty: 4092.695801 Iteration 26Q: 3 clusters Score -631656.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -631658.625000 Penalty: 4092.695801 Iteration 27Q: 3 clusters Score -631658.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -631660.125000 Penalty: 4092.695801 Iteration 28Q: 3 clusters Score -631660.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -631660.812500 Penalty: 4092.695801 Iteration 29Q: 3 clusters Score -631660.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -631662.000000 Penalty: 4092.695801 Iteration 30Q: 3 clusters Score -631662 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -631663.750000 Penalty: 4092.695801 Iteration 31Q: 3 clusters Score -631663.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -631663.312500 Penalty: 4092.695801 Iteration 32Q: 3 clusters Score -631663.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -631663.187500 Penalty: 4092.695801 Iteration 33Q: 3 clusters Score -631663.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -631663.812500 Penalty: 4092.695801 Iteration 34Q: 3 clusters Score -631663.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -631663.937500 Penalty: 4092.695801 Iteration 35Q: 3 clusters Score -631663.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -631663.937500 Penalty: 4092.695801 Iteration 36F: 3 clusters Score -631663.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -49271.558594 Penalty: 1470.538086 Iteration 0F: 2 clusters Score -49271.56 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 202 members Entering Unmasked Estep Score: -47995.300781 Penalty: 2941.076172 Iteration 0F: 3 clusters Score -47995.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -48287.289062 Penalty: 2941.076172 Iteration 1F: 3 clusters Score -48287.29 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -48578.750000 Penalty: 2941.076172 Iteration 2F: 3 clusters Score -48578.75 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -48784.574219 Penalty: 2941.076172 Iteration 3F: 3 clusters Score -48784.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -48891.996094 Penalty: 2941.076172 Iteration 4Q: 3 clusters Score -48892 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -48957.785156 Penalty: 2941.076172 Iteration 5Q: 3 clusters Score -48957.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -48994.292969 Penalty: 2941.076172 Iteration 6Q: 3 clusters Score -48994.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -49081.414062 Penalty: 2941.076172 Iteration 7Q: 3 clusters Score -49081.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -49147.925781 Penalty: 2941.076172 Iteration 8Q: 3 clusters Score -49147.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -49223.296875 Penalty: 2941.076172 Iteration 9Q: 3 clusters Score -49223.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -49232.906250 Penalty: 2941.076172 Iteration 10Q: 3 clusters Score -49232.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -49235.820312 Penalty: 2941.076172 Iteration 11Q: 3 clusters Score -49235.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -49247.363281 Penalty: 2941.076172 Iteration 12Q: 3 clusters Score -49247.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -49247.363281 Penalty: 2941.076172 Iteration 13F: 3 clusters Score -49247.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Entering Unmasked Estep Score: -37226.078125 Penalty: 1421.868652 Iteration 0F: 2 clusters Score -37226.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -36069.843750 Penalty: 2843.737305 Iteration 0F: 3 clusters Score -36069.84 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -36263.613281 Penalty: 2843.737305 Iteration 1F: 3 clusters Score -36263.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -36322.574219 Penalty: 2843.737305 Iteration 2F: 3 clusters Score -36322.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -36327.914062 Penalty: 2843.737305 Iteration 3Q: 3 clusters Score -36327.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -36340.941406 Penalty: 2843.737305 Iteration 4Q: 3 clusters Score -36340.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -36343.195312 Penalty: 2843.737305 Iteration 5Q: 3 clusters Score -36343.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -36343.195312 Penalty: 2843.737305 Iteration 6F: 3 clusters Score -36343.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (39103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39103 members Entering Unmasked Estep Score: -6545213.000000 Penalty: 2622.340820 Iteration 0F: 2 clusters Score -6545213 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19463 members Mstep: Class 2 contains 19640 members Entering Unmasked Estep Score: -6521410.000000 Penalty: 5244.681641 Iteration 0F: 3 clusters Score -6521410 nChanged 17850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18655 members Mstep: Class 2 contains 20448 members Entering Unmasked Estep Score: -6531254.000000 Penalty: 5244.681641 Iteration 1F: 3 clusters Score -6531254 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18085 members Mstep: Class 2 contains 21018 members Entering Unmasked Estep Score: -6531799.000000 Penalty: 5244.681641 Iteration 2Q: 3 clusters Score -6531799 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17284 members Mstep: Class 2 contains 21819 members Entering Unmasked Estep Score: -6532441.500000 Penalty: 5244.681641 Iteration 3Q: 3 clusters Score -6532442 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16174 members Mstep: Class 2 contains 22929 members Entering Unmasked Estep Score: -6533280.500000 Penalty: 5244.681641 Iteration 4Q: 3 clusters Score -6533280 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14668 members Mstep: Class 2 contains 24435 members Entering Unmasked Estep Score: -6534397.000000 Penalty: 5244.681641 Iteration 5F: 3 clusters Score -6534397 nChanged 2372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12760 members Mstep: Class 2 contains 26343 members Entering Unmasked Estep Score: -6535671.000000 Penalty: 5244.681641 Iteration 6F: 3 clusters Score -6535671 nChanged 2496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10610 members Mstep: Class 2 contains 28493 members Entering Unmasked Estep Score: -6537088.000000 Penalty: 5244.681641 Iteration 7F: 3 clusters Score -6537088 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 30644 members Entering Unmasked Estep Score: -6538441.500000 Penalty: 5244.681641 Iteration 8F: 3 clusters Score -6538442 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 32594 members Entering Unmasked Estep Score: -6539644.000000 Penalty: 5244.681641 Iteration 9F: 3 clusters Score -6539644 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 34100 members Entering Unmasked Estep Score: -6540555.000000 Penalty: 5244.681641 Iteration 10Q: 3 clusters Score -6540555 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 35203 members Entering Unmasked Estep Score: -6541235.500000 Penalty: 5244.681641 Iteration 11Q: 3 clusters Score -6541236 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 36051 members Entering Unmasked Estep Score: -6541752.000000 Penalty: 5244.681641 Iteration 12Q: 3 clusters Score -6541752 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 36667 members Entering Unmasked Estep Score: -6542177.500000 Penalty: 5244.681641 Iteration 13Q: 3 clusters Score -6542178 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 37114 members Entering Unmasked Estep Score: -6542445.000000 Penalty: 5244.681641 Iteration 14Q: 3 clusters Score -6542445 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 37421 members Entering Unmasked Estep Score: -6542662.000000 Penalty: 5244.681641 Iteration 15Q: 3 clusters Score -6542662 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 37648 members Entering Unmasked Estep Score: -6542799.000000 Penalty: 5244.681641 Iteration 16Q: 3 clusters Score -6542799 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 37790 members Entering Unmasked Estep Score: -6542909.000000 Penalty: 5244.681641 Iteration 17Q: 3 clusters Score -6542909 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 37906 members Entering Unmasked Estep Score: -6542992.500000 Penalty: 5244.681641 Iteration 18Q: 3 clusters Score -6542992 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 38001 members Entering Unmasked Estep Score: -6543056.000000 Penalty: 5244.681641 Iteration 19Q: 3 clusters Score -6543056 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 38066 members Entering Unmasked Estep Score: -6543093.000000 Penalty: 5244.681641 Iteration 20F: 3 clusters Score -6543093 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 38115 members Entering Unmasked Estep Score: -6543122.500000 Penalty: 5244.681641 Iteration 21Q: 3 clusters Score -6543122 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 38142 members Entering Unmasked Estep Score: -6543137.500000 Penalty: 5244.681641 Iteration 22Q: 3 clusters Score -6543138 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 38158 members Entering Unmasked Estep Score: -6543145.500000 Penalty: 5244.681641 Iteration 23Q: 3 clusters Score -6543146 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 38176 members Entering Unmasked Estep Score: -6543164.000000 Penalty: 5244.681641 Iteration 24Q: 3 clusters Score -6543164 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 38201 members Entering Unmasked Estep Score: -6543178.500000 Penalty: 5244.681641 Iteration 25Q: 3 clusters Score -6543178 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 38228 members Entering Unmasked Estep Score: -6543207.500000 Penalty: 5244.681641 Iteration 26Q: 3 clusters Score -6543208 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 38240 members Entering Unmasked Estep Score: -6543221.500000 Penalty: 5244.681641 Iteration 27Q: 3 clusters Score -6543222 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 38253 members Entering Unmasked Estep Score: -6543229.500000 Penalty: 5244.681641 Iteration 28Q: 3 clusters Score -6543230 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 38275 members Entering Unmasked Estep Score: -6543241.000000 Penalty: 5244.681641 Iteration 29Q: 3 clusters Score -6543241 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 38292 members Entering Unmasked Estep Score: -6543242.500000 Penalty: 5244.681641 Iteration 30Q: 3 clusters Score -6543242 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 38302 members Entering Unmasked Estep Score: -6543252.000000 Penalty: 5244.681641 Iteration 31Q: 3 clusters Score -6543252 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 38309 members Entering Unmasked Estep Score: -6543252.000000 Penalty: 5244.681641 Iteration 32Q: 3 clusters Score -6543252 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 38310 members Entering Unmasked Estep Score: -6543257.000000 Penalty: 5244.681641 Iteration 33Q: 3 clusters Score -6543257 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 38313 members Entering Unmasked Estep Score: -6543249.000000 Penalty: 5244.681641 Iteration 34Q: 3 clusters Score -6543249 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 38314 members Entering Unmasked Estep Score: -6543255.500000 Penalty: 5244.681641 Iteration 35Q: 3 clusters Score -6543256 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 38315 members Entering Unmasked Estep Score: -6543263.000000 Penalty: 5244.681641 Iteration 36Q: 3 clusters Score -6543263 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 38315 members Entering Unmasked Estep Score: -6543263.000000 Penalty: 5244.681641 Iteration 37F: 3 clusters Score -6543263 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -25007.843750 Penalty: 1331.918213 Iteration 0F: 2 clusters Score -25007.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -23949.126953 Penalty: 2663.836426 Iteration 0F: 3 clusters Score -23949.13 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -24092.751953 Penalty: 2663.836426 Iteration 1F: 3 clusters Score -24092.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -24147.248047 Penalty: 2663.836426 Iteration 2Q: 3 clusters Score -24147.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -24219.949219 Penalty: 2663.836426 Iteration 3Q: 3 clusters Score -24219.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -24307.908203 Penalty: 2663.836426 Iteration 4Q: 3 clusters Score -24307.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -24348.587891 Penalty: 2663.836426 Iteration 5Q: 3 clusters Score -24348.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -24394.820312 Penalty: 2663.836426 Iteration 6Q: 3 clusters Score -24394.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -24455.017578 Penalty: 2663.836426 Iteration 7Q: 3 clusters Score -24455.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -24525.869141 Penalty: 2663.836426 Iteration 8Q: 3 clusters Score -24525.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -24542.519531 Penalty: 2663.836426 Iteration 9Q: 3 clusters Score -24542.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -24547.808594 Penalty: 2663.836426 Iteration 10Q: 3 clusters Score -24547.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -24547.808594 Penalty: 2663.836426 Iteration 11F: 3 clusters Score -24547.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Entering Unmasked Estep Score: -298086.375000 Penalty: 1881.401367 Iteration 0F: 2 clusters Score -298086.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -295509.281250 Penalty: 3762.802734 Iteration 0F: 3 clusters Score -295509.3 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -296120.125000 Penalty: 3762.802734 Iteration 1F: 3 clusters Score -296120.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -296374.156250 Penalty: 3762.802734 Iteration 2F: 3 clusters Score -296374.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -296543.531250 Penalty: 3762.802734 Iteration 3F: 3 clusters Score -296543.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -296720.343750 Penalty: 3762.802734 Iteration 4F: 3 clusters Score -296720.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -296937.968750 Penalty: 3762.802734 Iteration 5F: 3 clusters Score -296938 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -297109.250000 Penalty: 3762.802734 Iteration 6F: 3 clusters Score -297109.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -297245.968750 Penalty: 3762.802734 Iteration 7Q: 3 clusters Score -297246 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -297299.562500 Penalty: 3762.802734 Iteration 8Q: 3 clusters Score -297299.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -297339.687500 Penalty: 3762.802734 Iteration 9Q: 3 clusters Score -297339.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -297364.531250 Penalty: 3762.802734 Iteration 10Q: 3 clusters Score -297364.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -297377.812500 Penalty: 3762.802734 Iteration 11Q: 3 clusters Score -297377.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -297385.875000 Penalty: 3762.802734 Iteration 12Q: 3 clusters Score -297385.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -297389.468750 Penalty: 3762.802734 Iteration 13Q: 3 clusters Score -297389.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -297393.093750 Penalty: 3762.802734 Iteration 14Q: 3 clusters Score -297393.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -297393.093750 Penalty: 3762.802734 Iteration 15F: 3 clusters Score -297393.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29111 members Mstep: Class 4 contains 43621 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29110 members Mstep: Class 10 contains 9596 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4319 members Mstep: Class 15 contains 52399 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3880 members Mstep: Class 18 contains 6015 members Mstep: Class 19 contains 3833 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39103 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742208.000000 Penalty: 73631.453125 Iteration 279Q: 25 clusters Score -3.774221e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29108 members Mstep: Class 4 contains 43611 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29108 members Mstep: Class 10 contains 9593 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4319 members Mstep: Class 15 contains 52417 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3881 members Mstep: Class 18 contains 6015 members Mstep: Class 19 contains 3832 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39111 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742228.000000 Penalty: 73631.453125 Iteration 280F: 25 clusters Score -3.774223e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29108 members Mstep: Class 4 contains 43595 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29107 members Mstep: Class 10 contains 9588 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4319 members Mstep: Class 15 contains 52439 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3879 members Mstep: Class 18 contains 6014 members Mstep: Class 19 contains 3831 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39123 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742184.000000 Penalty: 73631.453125 Iteration 281Q: 25 clusters Score -3.774218e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29110 members Mstep: Class 4 contains 43571 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29107 members Mstep: Class 10 contains 9583 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4319 members Mstep: Class 15 contains 52458 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3878 members Mstep: Class 18 contains 6014 members Mstep: Class 19 contains 3830 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39137 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742132.000000 Penalty: 73631.453125 Iteration 282Q: 25 clusters Score -3.774213e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29110 members Mstep: Class 4 contains 43541 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29110 members Mstep: Class 10 contains 9578 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4319 members Mstep: Class 15 contains 52485 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3877 members Mstep: Class 18 contains 6014 members Mstep: Class 19 contains 3831 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39144 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742076.000000 Penalty: 73631.453125 Iteration 283Q: 25 clusters Score -3.774208e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29110 members Mstep: Class 4 contains 43516 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29113 members Mstep: Class 10 contains 9574 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4318 members Mstep: Class 15 contains 52513 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3877 members Mstep: Class 18 contains 6015 members Mstep: Class 19 contains 3831 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39143 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742096.000000 Penalty: 73631.453125 Iteration 284Q: 25 clusters Score -3.77421e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29109 members Mstep: Class 4 contains 43509 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29117 members Mstep: Class 10 contains 9571 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4318 members Mstep: Class 15 contains 52531 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3877 members Mstep: Class 18 contains 6014 members Mstep: Class 19 contains 3830 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39139 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742024.000000 Penalty: 73631.453125 Iteration 285Q: 25 clusters Score -3.774202e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29108 members Mstep: Class 4 contains 43498 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29119 members Mstep: Class 10 contains 9569 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 769 members Mstep: Class 14 contains 4318 members Mstep: Class 15 contains 52549 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3877 members Mstep: Class 18 contains 6013 members Mstep: Class 19 contains 3830 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39138 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742072.000000 Penalty: 73631.453125 Iteration 286Q: 25 clusters Score -3.774207e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29108 members Mstep: Class 4 contains 43488 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29121 members Mstep: Class 10 contains 9563 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4316 members Mstep: Class 15 contains 52569 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3877 members Mstep: Class 18 contains 6011 members Mstep: Class 19 contains 3830 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39138 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742096.000000 Penalty: 73631.453125 Iteration 287Q: 25 clusters Score -3.77421e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29107 members Mstep: Class 4 contains 43488 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29118 members Mstep: Class 10 contains 9561 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4316 members Mstep: Class 15 contains 52590 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3877 members Mstep: Class 18 contains 6010 members Mstep: Class 19 contains 3830 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39130 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742120.000000 Penalty: 73631.453125 Iteration 288Q: 25 clusters Score -3.774212e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29109 members Mstep: Class 4 contains 43477 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29114 members Mstep: Class 10 contains 9560 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4316 members Mstep: Class 15 contains 52611 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3876 members Mstep: Class 18 contains 6010 members Mstep: Class 19 contains 3829 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39129 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742168.000000 Penalty: 73631.453125 Iteration 289Q: 25 clusters Score -3.774217e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29108 members Mstep: Class 4 contains 43465 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29116 members Mstep: Class 10 contains 9558 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4315 members Mstep: Class 15 contains 52623 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3875 members Mstep: Class 18 contains 6010 members Mstep: Class 19 contains 3828 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39132 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742132.000000 Penalty: 73631.453125 Iteration 290Q: 25 clusters Score -3.774213e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29111 members Mstep: Class 4 contains 43455 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29114 members Mstep: Class 10 contains 9556 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4315 members Mstep: Class 15 contains 52629 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3875 members Mstep: Class 18 contains 6010 members Mstep: Class 19 contains 3826 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39140 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742128.000000 Penalty: 73631.453125 Iteration 291Q: 25 clusters Score -3.774213e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29111 members Mstep: Class 4 contains 43438 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29116 members Mstep: Class 10 contains 9553 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4315 members Mstep: Class 15 contains 52639 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3875 members Mstep: Class 18 contains 6010 members Mstep: Class 19 contains 3823 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39153 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742092.000000 Penalty: 73631.453125 Iteration 292Q: 25 clusters Score -3.774209e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29114 members Mstep: Class 4 contains 43414 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29115 members Mstep: Class 10 contains 9551 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4315 members Mstep: Class 15 contains 52652 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3875 members Mstep: Class 18 contains 6010 members Mstep: Class 19 contains 3819 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39167 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742044.000000 Penalty: 73631.453125 Iteration 293Q: 25 clusters Score -3.774204e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29114 members Mstep: Class 4 contains 43395 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29110 members Mstep: Class 10 contains 9547 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4315 members Mstep: Class 15 contains 52668 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3875 members Mstep: Class 18 contains 6011 members Mstep: Class 19 contains 3819 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39177 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742076.000000 Penalty: 73631.453125 Iteration 294Q: 25 clusters Score -3.774208e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29114 members Mstep: Class 4 contains 43379 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29103 members Mstep: Class 10 contains 9543 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4315 members Mstep: Class 15 contains 52689 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3876 members Mstep: Class 18 contains 6012 members Mstep: Class 19 contains 3817 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39181 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742080.000000 Penalty: 73631.453125 Iteration 295Q: 25 clusters Score -3.774208e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29108 members Mstep: Class 4 contains 43369 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29106 members Mstep: Class 10 contains 9541 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4315 members Mstep: Class 15 contains 52706 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3876 members Mstep: Class 18 contains 6011 members Mstep: Class 19 contains 3814 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39185 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742048.000000 Penalty: 73631.453125 Iteration 296Q: 25 clusters Score -3.774205e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29106 members Mstep: Class 4 contains 43347 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29108 members Mstep: Class 10 contains 9544 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4315 members Mstep: Class 15 contains 52717 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3876 members Mstep: Class 18 contains 6010 members Mstep: Class 19 contains 3811 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39199 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742064.000000 Penalty: 73631.453125 Iteration 297Q: 25 clusters Score -3.774206e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29102 members Mstep: Class 4 contains 43323 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29106 members Mstep: Class 10 contains 9546 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4315 members Mstep: Class 15 contains 52736 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3876 members Mstep: Class 18 contains 6009 members Mstep: Class 19 contains 3808 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39210 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742020.000000 Penalty: 73631.453125 Iteration 298Q: 25 clusters Score -3.774202e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29101 members Mstep: Class 4 contains 43300 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29101 members Mstep: Class 10 contains 9546 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4315 members Mstep: Class 15 contains 52774 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3876 members Mstep: Class 18 contains 6009 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39204 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -37742056.000000 Penalty: 73631.453125 Iteration 299Q: 25 clusters Score -3.774206e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29101 members Mstep: Class 4 contains 43270 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29094 members Mstep: Class 10 contains 9545 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4315 members Mstep: Class 15 contains 52796 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3876 members Mstep: Class 18 contains 6009 members Mstep: Class 19 contains 3808 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39224 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742056.000000 Penalty: 73631.453125 Iteration 300F: 25 clusters Score -3.774206e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6330 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29104 members Mstep: Class 4 contains 43241 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29084 members Mstep: Class 10 contains 9539 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4314 members Mstep: Class 15 contains 52831 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3877 members Mstep: Class 18 contains 6009 members Mstep: Class 19 contains 3806 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39235 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742060.000000 Penalty: 73631.453125 Iteration 301Q: 25 clusters Score -3.774206e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29105 members Mstep: Class 4 contains 43205 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29076 members Mstep: Class 10 contains 9537 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4312 members Mstep: Class 15 contains 52847 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3877 members Mstep: Class 18 contains 6009 members Mstep: Class 19 contains 3805 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39268 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742080.000000 Penalty: 73631.453125 Iteration 302Q: 25 clusters Score -3.774208e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6327 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29107 members Mstep: Class 4 contains 43171 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29072 members Mstep: Class 10 contains 9532 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4312 members Mstep: Class 15 contains 52865 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3877 members Mstep: Class 18 contains 6008 members Mstep: Class 19 contains 3804 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39295 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742068.000000 Penalty: 73631.453125 Iteration 303Q: 25 clusters Score -3.774207e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29106 members Mstep: Class 4 contains 43125 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29069 members Mstep: Class 10 contains 9528 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4312 members Mstep: Class 15 contains 52893 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3877 members Mstep: Class 18 contains 6008 members Mstep: Class 19 contains 3804 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39322 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742116.000000 Penalty: 73631.453125 Iteration 304Q: 25 clusters Score -3.774212e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29105 members Mstep: Class 4 contains 43080 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 29068 members Mstep: Class 10 contains 9526 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4312 members Mstep: Class 15 contains 52936 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3877 members Mstep: Class 18 contains 6008 members Mstep: Class 19 contains 3803 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39334 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742100.000000 Penalty: 73631.453125 Iteration 305Q: 25 clusters Score -3.77421e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29106 members Mstep: Class 4 contains 43032 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29065 members Mstep: Class 10 contains 9525 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4312 members Mstep: Class 15 contains 52974 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3877 members Mstep: Class 18 contains 6008 members Mstep: Class 19 contains 3803 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39351 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742036.000000 Penalty: 73631.453125 Iteration 306Q: 25 clusters Score -3.774204e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6311 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29106 members Mstep: Class 4 contains 42991 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29060 members Mstep: Class 10 contains 9525 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4310 members Mstep: Class 15 contains 53000 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3877 members Mstep: Class 18 contains 6009 members Mstep: Class 19 contains 3803 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39377 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742012.000000 Penalty: 73631.453125 Iteration 307Q: 25 clusters Score -3.774201e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29096 members Mstep: Class 4 contains 42949 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29053 members Mstep: Class 10 contains 9525 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4309 members Mstep: Class 15 contains 53031 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3876 members Mstep: Class 18 contains 6011 members Mstep: Class 19 contains 3803 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39406 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742064.000000 Penalty: 73631.453125 Iteration 308Q: 25 clusters Score -3.774206e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29092 members Mstep: Class 4 contains 42911 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29047 members Mstep: Class 10 contains 9528 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4308 members Mstep: Class 15 contains 53045 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3875 members Mstep: Class 18 contains 6010 members Mstep: Class 19 contains 3803 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39444 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742048.000000 Penalty: 73631.453125 Iteration 309Q: 25 clusters Score -3.774205e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29092 members Mstep: Class 4 contains 42867 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29042 members Mstep: Class 10 contains 9524 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4307 members Mstep: Class 15 contains 53062 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3875 members Mstep: Class 18 contains 6010 members Mstep: Class 19 contains 3803 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39482 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742084.000000 Penalty: 73631.453125 Iteration 310Q: 25 clusters Score -3.774208e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29090 members Mstep: Class 4 contains 42818 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29036 members Mstep: Class 10 contains 9523 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4306 members Mstep: Class 15 contains 53086 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3875 members Mstep: Class 18 contains 6010 members Mstep: Class 19 contains 3802 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39518 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742116.000000 Penalty: 73631.453125 Iteration 311Q: 25 clusters Score -3.774212e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29085 members Mstep: Class 4 contains 42773 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29034 members Mstep: Class 10 contains 9523 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4303 members Mstep: Class 15 contains 53105 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3875 members Mstep: Class 18 contains 6008 members Mstep: Class 19 contains 3801 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39560 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742100.000000 Penalty: 73631.453125 Iteration 312Q: 25 clusters Score -3.77421e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29079 members Mstep: Class 4 contains 42723 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29035 members Mstep: Class 10 contains 9533 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4301 members Mstep: Class 15 contains 53116 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3875 members Mstep: Class 18 contains 6006 members Mstep: Class 19 contains 3802 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39600 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742140.000000 Penalty: 73631.453125 Iteration 313Q: 25 clusters Score -3.774214e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29073 members Mstep: Class 4 contains 42680 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29034 members Mstep: Class 10 contains 9533 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4301 members Mstep: Class 15 contains 53128 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3875 members Mstep: Class 18 contains 6004 members Mstep: Class 19 contains 3803 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39642 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742116.000000 Penalty: 73631.453125 Iteration 314Q: 25 clusters Score -3.774212e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29068 members Mstep: Class 4 contains 42639 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29032 members Mstep: Class 10 contains 9533 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4301 members Mstep: Class 15 contains 53158 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3874 members Mstep: Class 18 contains 6003 members Mstep: Class 19 contains 3804 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39665 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742056.000000 Penalty: 73631.453125 Iteration 315Q: 25 clusters Score -3.774206e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29061 members Mstep: Class 4 contains 42603 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29028 members Mstep: Class 10 contains 9532 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4302 members Mstep: Class 15 contains 53181 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3874 members Mstep: Class 18 contains 6003 members Mstep: Class 19 contains 3806 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39689 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742072.000000 Penalty: 73631.453125 Iteration 316Q: 25 clusters Score -3.774207e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29060 members Mstep: Class 4 contains 42554 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29023 members Mstep: Class 10 contains 9535 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4302 members Mstep: Class 15 contains 53207 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3874 members Mstep: Class 18 contains 6003 members Mstep: Class 19 contains 3808 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39715 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742120.000000 Penalty: 73631.453125 Iteration 317Q: 25 clusters Score -3.774212e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29057 members Mstep: Class 4 contains 42515 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29025 members Mstep: Class 10 contains 9536 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4300 members Mstep: Class 15 contains 53213 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3874 members Mstep: Class 18 contains 6002 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39755 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742088.000000 Penalty: 73631.453125 Iteration 318Q: 25 clusters Score -3.774209e+07 nChanged 150 Entering ConstructFrom: Score: -37742088.000000 Penalty: 73631.453125 Entering ConstructFrom: Trying to split cluster 1 (6274 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Entering Unmasked Estep Score: -1052809.750000 Penalty: 2168.553955 Iteration 0F: 2 clusters Score -1052810 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -1047500.625000 Penalty: 4337.107910 Iteration 0F: 3 clusters Score -1047501 nChanged 2494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -1048953.250000 Penalty: 4337.107910 Iteration 1F: 3 clusters Score -1048953 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -1049261.625000 Penalty: 4337.107910 Iteration 2F: 3 clusters Score -1049262 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -1049504.125000 Penalty: 4337.107910 Iteration 3F: 3 clusters Score -1049504 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -1049690.625000 Penalty: 4337.107910 Iteration 4Q: 3 clusters Score -1049691 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1049854.250000 Penalty: 4337.107910 Iteration 5Q: 3 clusters Score -1049854 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -1050023.500000 Penalty: 4337.107910 Iteration 6Q: 3 clusters Score -1050024 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -1050215.500000 Penalty: 4337.107910 Iteration 7Q: 3 clusters Score -1050216 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1050381.125000 Penalty: 4337.107910 Iteration 8Q: 3 clusters Score -1050381 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -1050548.000000 Penalty: 4337.107910 Iteration 9Q: 3 clusters Score -1050548 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -1050712.250000 Penalty: 4337.107910 Iteration 10Q: 3 clusters Score -1050712 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -1050893.000000 Penalty: 4337.107910 Iteration 11Q: 3 clusters Score -1050893 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -1051066.625000 Penalty: 4337.107910 Iteration 12Q: 3 clusters Score -1051067 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1051208.625000 Penalty: 4337.107910 Iteration 13Q: 3 clusters Score -1051209 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1051309.875000 Penalty: 4337.107910 Iteration 14Q: 3 clusters Score -1051310 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1051376.375000 Penalty: 4337.107910 Iteration 15Q: 3 clusters Score -1051376 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1051424.250000 Penalty: 4337.107910 Iteration 16Q: 3 clusters Score -1051424 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1051463.750000 Penalty: 4337.107910 Iteration 17Q: 3 clusters Score -1051464 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -1051493.125000 Penalty: 4337.107910 Iteration 18Q: 3 clusters Score -1051493 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -1051509.750000 Penalty: 4337.107910 Iteration 19Q: 3 clusters Score -1051510 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -1051524.750000 Penalty: 4337.107910 Iteration 20F: 3 clusters Score -1051525 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1051540.250000 Penalty: 4337.107910 Iteration 21Q: 3 clusters Score -1051540 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -1051552.750000 Penalty: 4337.107910 Iteration 22Q: 3 clusters Score -1051553 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -1051563.250000 Penalty: 4337.107910 Iteration 23Q: 3 clusters Score -1051563 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -1051576.625000 Penalty: 4337.107910 Iteration 24Q: 3 clusters Score -1051577 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -1051589.750000 Penalty: 4337.107910 Iteration 25Q: 3 clusters Score -1051590 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1051596.500000 Penalty: 4337.107910 Iteration 26Q: 3 clusters Score -1051596 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1051605.250000 Penalty: 4337.107910 Iteration 27Q: 3 clusters Score -1051605 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -1051609.000000 Penalty: 4337.107910 Iteration 28Q: 3 clusters Score -1051609 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1051613.000000 Penalty: 4337.107910 Iteration 29Q: 3 clusters Score -1051613 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -1051618.375000 Penalty: 4337.107910 Iteration 30Q: 3 clusters Score -1051618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1051618.750000 Penalty: 4337.107910 Iteration 31Q: 3 clusters Score -1051619 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -1051620.000000 Penalty: 4337.107910 Iteration 32Q: 3 clusters Score -1051620 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -1051620.000000 Penalty: 4337.107910 Iteration 33F: 3 clusters Score -1051620 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Entering Unmasked Estep Score: -23419.242188 Penalty: 1388.408691 Iteration 0F: 2 clusters Score -23419.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -22511.382812 Penalty: 2776.817383 Iteration 0F: 3 clusters Score -22511.38 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -23026.509766 Penalty: 2776.817383 Iteration 1F: 3 clusters Score -23026.51 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -23264.093750 Penalty: 2776.817383 Iteration 2F: 3 clusters Score -23264.09 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -23443.019531 Penalty: 2776.817383 Iteration 3Q: 3 clusters Score -23443.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -23723.712891 Penalty: 2776.817383 Iteration 4Q: 3 clusters Score -23723.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -23855.648438 Penalty: 2776.817383 Iteration 5Q: 3 clusters Score -23855.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -23918.943359 Penalty: 2776.817383 Iteration 6Q: 3 clusters Score -23918.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -23920.238281 Penalty: 2776.817383 Iteration 7F: 3 clusters Score -23920.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -23931.316406 Penalty: 2776.817383 Iteration 8Q: 3 clusters Score -23931.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -23931.316406 Penalty: 2776.817383 Iteration 9F: 3 clusters Score -23931.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 89 members Mstep: Class 3 contains 29055 members Mstep: Class 4 contains 42481 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29025 members Mstep: Class 10 contains 9543 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4300 members Mstep: Class 15 contains 53230 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6002 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39776 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Mstep: Class 25 contains 181 members Entering Unmasked Estep Score: -37740976.000000 Penalty: 76699.429688 Splitting cluster 2 changes total score from -37742088.000000 to -37740976.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (29055 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29055 members Entering Unmasked Estep Score: -4666379.000000 Penalty: 2548.682617 Iteration 0F: 2 clusters Score -4666379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14633 members Mstep: Class 2 contains 14422 members Entering Unmasked Estep Score: -4646365.500000 Penalty: 5097.365234 Iteration 0F: 3 clusters Score -4646366 nChanged 13097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15420 members Mstep: Class 2 contains 13635 members Entering Unmasked Estep Score: -4653656.000000 Penalty: 5097.365234 Iteration 1F: 3 clusters Score -4653656 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16002 members Mstep: Class 2 contains 13053 members Entering Unmasked Estep Score: -4654264.500000 Penalty: 5097.365234 Iteration 2F: 3 clusters Score -4654264 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16760 members Mstep: Class 2 contains 12295 members Entering Unmasked Estep Score: -4654858.000000 Penalty: 5097.365234 Iteration 3F: 3 clusters Score -4654858 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17819 members Mstep: Class 2 contains 11236 members Entering Unmasked Estep Score: -4655659.000000 Penalty: 5097.365234 Iteration 4F: 3 clusters Score -4655659 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19219 members Mstep: Class 2 contains 9836 members Entering Unmasked Estep Score: -4656707.000000 Penalty: 5097.365234 Iteration 5F: 3 clusters Score -4656707 nChanged 1836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20793 members Mstep: Class 2 contains 8262 members Entering Unmasked Estep Score: -4657891.500000 Penalty: 5097.365234 Iteration 6F: 3 clusters Score -4657892 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22486 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -4659316.500000 Penalty: 5097.365234 Iteration 7F: 3 clusters Score -4659316 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24197 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -4660828.500000 Penalty: 5097.365234 Iteration 8F: 3 clusters Score -4660828 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25694 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -4662198.000000 Penalty: 5097.365234 Iteration 9F: 3 clusters Score -4662198 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26784 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -4663149.000000 Penalty: 5097.365234 Iteration 10Q: 3 clusters Score -4663149 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27462 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -4663739.500000 Penalty: 5097.365234 Iteration 11Q: 3 clusters Score -4663740 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27839 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -4664036.500000 Penalty: 5097.365234 Iteration 12Q: 3 clusters Score -4664036 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28074 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -4664206.500000 Penalty: 5097.365234 Iteration 13Q: 3 clusters Score -4664206 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28236 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -4664341.500000 Penalty: 5097.365234 Iteration 14Q: 3 clusters Score -4664342 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28359 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -4664432.000000 Penalty: 5097.365234 Iteration 15Q: 3 clusters Score -4664432 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28429 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -4664481.500000 Penalty: 5097.365234 Iteration 16Q: 3 clusters Score -4664482 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28471 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -4664524.000000 Penalty: 5097.365234 Iteration 17Q: 3 clusters Score -4664524 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28496 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -4664540.000000 Penalty: 5097.365234 Iteration 18Q: 3 clusters Score -4664540 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28508 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -4664550.000000 Penalty: 5097.365234 Iteration 19Q: 3 clusters Score -4664550 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28517 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -4664560.000000 Penalty: 5097.365234 Iteration 20F: 3 clusters Score -4664560 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28526 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -4664564.000000 Penalty: 5097.365234 Iteration 21Q: 3 clusters Score -4664564 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28537 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -4664566.000000 Penalty: 5097.365234 Iteration 22Q: 3 clusters Score -4664566 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28540 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -4664567.000000 Penalty: 5097.365234 Iteration 23Q: 3 clusters Score -4664567 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28542 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -4664574.500000 Penalty: 5097.365234 Iteration 24Q: 3 clusters Score -4664574 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28542 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -4664574.500000 Penalty: 5097.365234 Iteration 25F: 3 clusters Score -4664574 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (42481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42481 members Entering Unmasked Estep Score: -6866231.000000 Penalty: 2642.889648 Iteration 0F: 2 clusters Score -6866231 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21273 members Mstep: Class 2 contains 21208 members Entering Unmasked Estep Score: -6837634.500000 Penalty: 5285.779297 Iteration 0F: 3 clusters Score -6837634 nChanged 19627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20584 members Mstep: Class 2 contains 21897 members Entering Unmasked Estep Score: -6848984.500000 Penalty: 5285.779297 Iteration 1F: 3 clusters Score -6848984 nChanged 2586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19760 members Mstep: Class 2 contains 22721 members Entering Unmasked Estep Score: -6850637.500000 Penalty: 5285.779297 Iteration 2F: 3 clusters Score -6850638 nChanged 3161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18445 members Mstep: Class 2 contains 24036 members Entering Unmasked Estep Score: -6853270.000000 Penalty: 5285.779297 Iteration 3F: 3 clusters Score -6853270 nChanged 3722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16711 members Mstep: Class 2 contains 25770 members Entering Unmasked Estep Score: -6856456.000000 Penalty: 5285.779297 Iteration 4F: 3 clusters Score -6856456 nChanged 3669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14714 members Mstep: Class 2 contains 27767 members Entering Unmasked Estep Score: -6859346.500000 Penalty: 5285.779297 Iteration 5F: 3 clusters Score -6859346 nChanged 2892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12878 members Mstep: Class 2 contains 29603 members Entering Unmasked Estep Score: -6861205.000000 Penalty: 5285.779297 Iteration 6F: 3 clusters Score -6861205 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11387 members Mstep: Class 2 contains 31094 members Entering Unmasked Estep Score: -6862301.500000 Penalty: 5285.779297 Iteration 7Q: 3 clusters Score -6862302 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10172 members Mstep: Class 2 contains 32309 members Entering Unmasked Estep Score: -6863038.000000 Penalty: 5285.779297 Iteration 8Q: 3 clusters Score -6863038 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9150 members Mstep: Class 2 contains 33331 members Entering Unmasked Estep Score: -6863543.000000 Penalty: 5285.779297 Iteration 9Q: 3 clusters Score -6863543 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 34244 members Entering Unmasked Estep Score: -6863968.000000 Penalty: 5285.779297 Iteration 10Q: 3 clusters Score -6863968 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 35052 members Entering Unmasked Estep Score: -6864347.000000 Penalty: 5285.779297 Iteration 11Q: 3 clusters Score -6864347 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 35741 members Entering Unmasked Estep Score: -6864610.500000 Penalty: 5285.779297 Iteration 12Q: 3 clusters Score -6864610 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 36322 members Entering Unmasked Estep Score: -6864874.500000 Penalty: 5285.779297 Iteration 13Q: 3 clusters Score -6864874 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 36835 members Entering Unmasked Estep Score: -6865050.500000 Penalty: 5285.779297 Iteration 14Q: 3 clusters Score -6865050 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 37263 members Entering Unmasked Estep Score: -6865213.000000 Penalty: 5285.779297 Iteration 15Q: 3 clusters Score -6865213 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 37618 members Entering Unmasked Estep Score: -6865345.500000 Penalty: 5285.779297 Iteration 16Q: 3 clusters Score -6865346 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 37927 members Entering Unmasked Estep Score: -6865422.500000 Penalty: 5285.779297 Iteration 17Q: 3 clusters Score -6865422 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 38180 members Entering Unmasked Estep Score: -6865521.000000 Penalty: 5285.779297 Iteration 18Q: 3 clusters Score -6865521 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 38360 members Entering Unmasked Estep Score: -6865560.500000 Penalty: 5285.779297 Iteration 19Q: 3 clusters Score -6865560 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 38513 members Entering Unmasked Estep Score: -6865601.000000 Penalty: 5285.779297 Iteration 20F: 3 clusters Score -6865601 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 38630 members Entering Unmasked Estep Score: -6865625.000000 Penalty: 5285.779297 Iteration 21Q: 3 clusters Score -6865625 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 38730 members Entering Unmasked Estep Score: -6865655.500000 Penalty: 5285.779297 Iteration 22Q: 3 clusters Score -6865656 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 38820 members Entering Unmasked Estep Score: -6865681.000000 Penalty: 5285.779297 Iteration 23Q: 3 clusters Score -6865681 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 38903 members Entering Unmasked Estep Score: -6865701.500000 Penalty: 5285.779297 Iteration 24Q: 3 clusters Score -6865702 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 38965 members Entering Unmasked Estep Score: -6865709.000000 Penalty: 5285.779297 Iteration 25Q: 3 clusters Score -6865709 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 39012 members Entering Unmasked Estep Score: -6865711.000000 Penalty: 5285.779297 Iteration 26Q: 3 clusters Score -6865711 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 39063 members Entering Unmasked Estep Score: -6865694.000000 Penalty: 5285.779297 Iteration 27Q: 3 clusters Score -6865694 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 39109 members Entering Unmasked Estep Score: -6865693.500000 Penalty: 5285.779297 Iteration 28Q: 3 clusters Score -6865694 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 39154 members Entering Unmasked Estep Score: -6865703.500000 Penalty: 5285.779297 Iteration 29Q: 3 clusters Score -6865704 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 39194 members Entering Unmasked Estep Score: -6865716.500000 Penalty: 5285.779297 Iteration 30Q: 3 clusters Score -6865716 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 39220 members Entering Unmasked Estep Score: -6865723.500000 Penalty: 5285.779297 Iteration 31Q: 3 clusters Score -6865724 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 39246 members Entering Unmasked Estep Score: -6865727.500000 Penalty: 5285.779297 Iteration 32Q: 3 clusters Score -6865728 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 39271 members Entering Unmasked Estep Score: -6865728.500000 Penalty: 5285.779297 Iteration 33Q: 3 clusters Score -6865728 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 39292 members Entering Unmasked Estep Score: -6865737.000000 Penalty: 5285.779297 Iteration 34Q: 3 clusters Score -6865737 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 39313 members Entering Unmasked Estep Score: -6865742.000000 Penalty: 5285.779297 Iteration 35Q: 3 clusters Score -6865742 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 39337 members Entering Unmasked Estep Score: -6865740.000000 Penalty: 5285.779297 Iteration 36Q: 3 clusters Score -6865740 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 39352 members Entering Unmasked Estep Score: -6865745.000000 Penalty: 5285.779297 Iteration 37Q: 3 clusters Score -6865745 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 39363 members Entering Unmasked Estep Score: -6865742.000000 Penalty: 5285.779297 Iteration 38Q: 3 clusters Score -6865742 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 39376 members Entering Unmasked Estep Score: -6865730.500000 Penalty: 5285.779297 Iteration 39Q: 3 clusters Score -6865730 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 39386 members Entering Unmasked Estep Score: -6865733.500000 Penalty: 5285.779297 Iteration 40F: 3 clusters Score -6865734 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 39397 members Entering Unmasked Estep Score: -6865736.500000 Penalty: 5285.779297 Iteration 41Q: 3 clusters Score -6865736 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 39412 members Entering Unmasked Estep Score: -6865754.500000 Penalty: 5285.779297 Iteration 42Q: 3 clusters Score -6865754 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 39422 members Entering Unmasked Estep Score: -6865754.500000 Penalty: 5285.779297 Iteration 43Q: 3 clusters Score -6865754 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 39429 members Entering Unmasked Estep Score: -6865754.000000 Penalty: 5285.779297 Iteration 44Q: 3 clusters Score -6865754 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 39434 members Entering Unmasked Estep Score: -6865755.500000 Penalty: 5285.779297 Iteration 45Q: 3 clusters Score -6865756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 39436 members Entering Unmasked Estep Score: -6865756.000000 Penalty: 5285.779297 Iteration 46Q: 3 clusters Score -6865756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 39439 members Entering Unmasked Estep Score: -6865753.000000 Penalty: 5285.779297 Iteration 47Q: 3 clusters Score -6865753 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 39441 members Entering Unmasked Estep Score: -6865757.000000 Penalty: 5285.779297 Iteration 48Q: 3 clusters Score -6865757 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 39443 members Entering Unmasked Estep Score: -6865749.500000 Penalty: 5285.779297 Iteration 49Q: 3 clusters Score -6865750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 39445 members Entering Unmasked Estep Score: -6865752.500000 Penalty: 5285.779297 Iteration 50Q: 3 clusters Score -6865752 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 39445 members Entering Unmasked Estep Score: -6865752.500000 Penalty: 5285.779297 Iteration 51F: 3 clusters Score -6865752 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -69783.484375 Penalty: 1535.705811 Iteration 0F: 2 clusters Score -69783.48 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 236 members Entering Unmasked Estep Score: -68490.554688 Penalty: 3071.411621 Iteration 0F: 3 clusters Score -68490.55 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -68859.054688 Penalty: 3071.411621 Iteration 1F: 3 clusters Score -68859.05 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -69051.625000 Penalty: 3071.411621 Iteration 2F: 3 clusters Score -69051.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -69131.476562 Penalty: 3071.411621 Iteration 3Q: 3 clusters Score -69131.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -69204.929688 Penalty: 3071.411621 Iteration 4Q: 3 clusters Score -69204.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -69236.445312 Penalty: 3071.411621 Iteration 5Q: 3 clusters Score -69236.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -69254.562500 Penalty: 3071.411621 Iteration 6Q: 3 clusters Score -69254.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -69261.617188 Penalty: 3071.411621 Iteration 7Q: 3 clusters Score -69261.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -69270.078125 Penalty: 3071.411621 Iteration 8Q: 3 clusters Score -69270.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -69273.828125 Penalty: 3071.411621 Iteration 9Q: 3 clusters Score -69273.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -69273.828125 Penalty: 3071.411621 Iteration 10F: 3 clusters Score -69273.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -51809.898438 Penalty: 1484.016235 Iteration 0F: 2 clusters Score -51809.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -50468.781250 Penalty: 2968.032471 Iteration 0F: 3 clusters Score -50468.78 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -50919.230469 Penalty: 2968.032471 Iteration 1F: 3 clusters Score -50919.23 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -51177.328125 Penalty: 2968.032471 Iteration 2F: 3 clusters Score -51177.33 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -51292.613281 Penalty: 2968.032471 Iteration 3F: 3 clusters Score -51292.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -51398.984375 Penalty: 2968.032471 Iteration 4Q: 3 clusters Score -51398.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -51475.351562 Penalty: 2968.032471 Iteration 5Q: 3 clusters Score -51475.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -51497.273438 Penalty: 2968.032471 Iteration 6Q: 3 clusters Score -51497.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -51507.582031 Penalty: 2968.032471 Iteration 7Q: 3 clusters Score -51507.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -51517.769531 Penalty: 2968.032471 Iteration 8Q: 3 clusters Score -51517.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -51559.417969 Penalty: 2968.032471 Iteration 9Q: 3 clusters Score -51559.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -51559.417969 Penalty: 2968.032471 Iteration 10F: 3 clusters Score -51559.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Entering Unmasked Estep Score: -105465.843750 Penalty: 1645.389160 Iteration 0F: 2 clusters Score -105465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -103767.226562 Penalty: 3290.778320 Iteration 0F: 3 clusters Score -103767.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -104111.554688 Penalty: 3290.778320 Iteration 1F: 3 clusters Score -104111.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -104269.039062 Penalty: 3290.778320 Iteration 2F: 3 clusters Score -104269 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -104369.164062 Penalty: 3290.778320 Iteration 3Q: 3 clusters Score -104369.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -104417.125000 Penalty: 3290.778320 Iteration 4Q: 3 clusters Score -104417.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -104473.726562 Penalty: 3290.778320 Iteration 5Q: 3 clusters Score -104473.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -104509.062500 Penalty: 3290.778320 Iteration 6Q: 3 clusters Score -104509.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -104525.492188 Penalty: 3290.778320 Iteration 7Q: 3 clusters Score -104525.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -104542.390625 Penalty: 3290.778320 Iteration 8Q: 3 clusters Score -104542.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -104589.109375 Penalty: 3290.778320 Iteration 9Q: 3 clusters Score -104589.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -104663.890625 Penalty: 3290.778320 Iteration 10Q: 3 clusters Score -104663.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -104742.062500 Penalty: 3290.778320 Iteration 11Q: 3 clusters Score -104742.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -104873.351562 Penalty: 3290.778320 Iteration 12Q: 3 clusters Score -104873.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -104995.062500 Penalty: 3290.778320 Iteration 13Q: 3 clusters Score -104995.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -105123.742188 Penalty: 3290.778320 Iteration 14Q: 3 clusters Score -105123.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -105279.562500 Penalty: 3290.778320 Iteration 15Q: 3 clusters Score -105279.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -105518.140625 Penalty: 3290.778320 Iteration 16Q: 3 clusters Score -105518.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -105784.718750 Penalty: 3290.778320 Iteration 17Q: 3 clusters Score -105784.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -106040.539062 Penalty: 3290.778320 Iteration 18Q: 3 clusters Score -106040.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -106112.804688 Penalty: 3290.778320 Iteration 19Q: 3 clusters Score -106112.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -106180.187500 Penalty: 3290.778320 Iteration 20F: 3 clusters Score -106180.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -106228.023438 Penalty: 3290.778320 Iteration 21Q: 3 clusters Score -106228 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -106251.250000 Penalty: 3290.778320 Iteration 22Q: 3 clusters Score -106251.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -106291.390625 Penalty: 3290.778320 Iteration 23Q: 3 clusters Score -106291.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -106354.210938 Penalty: 3290.778320 Iteration 24Q: 3 clusters Score -106354.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -106490.375000 Penalty: 3290.778320 Iteration 25Q: 3 clusters Score -106490.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -106577.984375 Penalty: 3290.778320 Iteration 26Q: 3 clusters Score -106578 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -106749.773438 Penalty: 3290.778320 Iteration 27Q: 3 clusters Score -106749.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -106761.312500 Penalty: 3290.778320 Iteration 28Q: 3 clusters Score -106761.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -106772.835938 Penalty: 3290.778320 Iteration 29Q: 3 clusters Score -106772.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -106772.835938 Penalty: 3290.778320 Iteration 30F: 3 clusters Score -106772.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29055 members Mstep: Class 4 contains 42481 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 268 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29025 members Mstep: Class 10 contains 9543 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4300 members Mstep: Class 15 contains 53230 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6002 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39776 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Mstep: Class 25 contains 493 members Entering Unmasked Estep Score: -37742000.000000 Penalty: 76699.429688 Splitting cluster 7 changes total score from -37742088.000000 to -37742000.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (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: -168888.421875 Penalty: 1724.986938 Iteration 0F: 2 clusters Score -168888.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -166898.390625 Penalty: 3449.973877 Iteration 0F: 3 clusters Score -166898.4 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -167231.531250 Penalty: 3449.973877 Iteration 1F: 3 clusters Score -167231.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -167373.890625 Penalty: 3449.973877 Iteration 2F: 3 clusters Score -167373.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -167456.515625 Penalty: 3449.973877 Iteration 3Q: 3 clusters Score -167456.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -167518.109375 Penalty: 3449.973877 Iteration 4Q: 3 clusters Score -167518.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -167574.015625 Penalty: 3449.973877 Iteration 5Q: 3 clusters Score -167574 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -167609.593750 Penalty: 3449.973877 Iteration 6Q: 3 clusters Score -167609.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -167647.812500 Penalty: 3449.973877 Iteration 7Q: 3 clusters Score -167647.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -167681.328125 Penalty: 3449.973877 Iteration 8Q: 3 clusters Score -167681.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -167711.234375 Penalty: 3449.973877 Iteration 9Q: 3 clusters Score -167711.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -167730.546875 Penalty: 3449.973877 Iteration 10Q: 3 clusters Score -167730.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -167740.718750 Penalty: 3449.973877 Iteration 11Q: 3 clusters Score -167740.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -167746.421875 Penalty: 3449.973877 Iteration 12Q: 3 clusters Score -167746.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -167748.234375 Penalty: 3449.973877 Iteration 13Q: 3 clusters Score -167748.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -167750.031250 Penalty: 3449.973877 Iteration 14Q: 3 clusters Score -167750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -167753.062500 Penalty: 3449.973877 Iteration 15Q: 3 clusters Score -167753.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -167754.843750 Penalty: 3449.973877 Iteration 16Q: 3 clusters Score -167754.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -167760.328125 Penalty: 3449.973877 Iteration 17Q: 3 clusters Score -167760.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -167763.140625 Penalty: 3449.973877 Iteration 18Q: 3 clusters Score -167763.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -167771.703125 Penalty: 3449.973877 Iteration 19Q: 3 clusters Score -167771.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -167779.187500 Penalty: 3449.973877 Iteration 20F: 3 clusters Score -167779.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -167785.328125 Penalty: 3449.973877 Iteration 21Q: 3 clusters Score -167785.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -167796.531250 Penalty: 3449.973877 Iteration 22Q: 3 clusters Score -167796.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -167804.750000 Penalty: 3449.973877 Iteration 23Q: 3 clusters Score -167804.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -167809.671875 Penalty: 3449.973877 Iteration 24Q: 3 clusters Score -167809.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -167811.765625 Penalty: 3449.973877 Iteration 25Q: 3 clusters Score -167811.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -167813.531250 Penalty: 3449.973877 Iteration 26Q: 3 clusters Score -167813.5 nChanged 2 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: -167815.953125 Penalty: 3449.973877 Iteration 27Q: 3 clusters Score -167816 nChanged 0 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: -167815.953125 Penalty: 3449.973877 Iteration 28F: 3 clusters Score -167816 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (29025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29025 members Entering Unmasked Estep Score: -4724672.500000 Penalty: 2548.426514 Iteration 0F: 2 clusters Score -4724672 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14497 members Mstep: Class 2 contains 14528 members Entering Unmasked Estep Score: -4704795.000000 Penalty: 5096.853027 Iteration 0F: 3 clusters Score -4704795 nChanged 13100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14063 members Mstep: Class 2 contains 14962 members Entering Unmasked Estep Score: -4712121.000000 Penalty: 5096.853027 Iteration 1F: 3 clusters Score -4712121 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13797 members Mstep: Class 2 contains 15228 members Entering Unmasked Estep Score: -4712731.000000 Penalty: 5096.853027 Iteration 2F: 3 clusters Score -4712731 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13434 members Mstep: Class 2 contains 15591 members Entering Unmasked Estep Score: -4713328.500000 Penalty: 5096.853027 Iteration 3Q: 3 clusters Score -4713328 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13057 members Mstep: Class 2 contains 15968 members Entering Unmasked Estep Score: -4713995.000000 Penalty: 5096.853027 Iteration 4Q: 3 clusters Score -4713995 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12635 members Mstep: Class 2 contains 16390 members Entering Unmasked Estep Score: -4714750.500000 Penalty: 5096.853027 Iteration 5Q: 3 clusters Score -4714750 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12149 members Mstep: Class 2 contains 16876 members Entering Unmasked Estep Score: -4715692.000000 Penalty: 5096.853027 Iteration 6F: 3 clusters Score -4715692 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 17421 members Entering Unmasked Estep Score: -4716777.000000 Penalty: 5096.853027 Iteration 7F: 3 clusters Score -4716777 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 18060 members Entering Unmasked Estep Score: -4717933.500000 Penalty: 5096.853027 Iteration 8F: 3 clusters Score -4717934 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10295 members Mstep: Class 2 contains 18730 members Entering Unmasked Estep Score: -4718922.500000 Penalty: 5096.853027 Iteration 9F: 3 clusters Score -4718922 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 19395 members Entering Unmasked Estep Score: -4719731.000000 Penalty: 5096.853027 Iteration 10Q: 3 clusters Score -4719731 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 20044 members Entering Unmasked Estep Score: -4720290.000000 Penalty: 5096.853027 Iteration 11Q: 3 clusters Score -4720290 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8371 members Mstep: Class 2 contains 20654 members Entering Unmasked Estep Score: -4720745.000000 Penalty: 5096.853027 Iteration 12Q: 3 clusters Score -4720745 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 21235 members Entering Unmasked Estep Score: -4721068.000000 Penalty: 5096.853027 Iteration 13Q: 3 clusters Score -4721068 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 21764 members Entering Unmasked Estep Score: -4721371.500000 Penalty: 5096.853027 Iteration 14Q: 3 clusters Score -4721372 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 22242 members Entering Unmasked Estep Score: -4721615.000000 Penalty: 5096.853027 Iteration 15Q: 3 clusters Score -4721615 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 22693 members Entering Unmasked Estep Score: -4721808.500000 Penalty: 5096.853027 Iteration 16Q: 3 clusters Score -4721808 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 23104 members Entering Unmasked Estep Score: -4722006.500000 Penalty: 5096.853027 Iteration 17Q: 3 clusters Score -4722006 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 23485 members Entering Unmasked Estep Score: -4722149.000000 Penalty: 5096.853027 Iteration 18Q: 3 clusters Score -4722149 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 23801 members Entering Unmasked Estep Score: -4722278.000000 Penalty: 5096.853027 Iteration 19Q: 3 clusters Score -4722278 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 24098 members Entering Unmasked Estep Score: -4722398.500000 Penalty: 5096.853027 Iteration 20F: 3 clusters Score -4722398 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 24385 members Entering Unmasked Estep Score: -4722491.000000 Penalty: 5096.853027 Iteration 21Q: 3 clusters Score -4722491 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 24650 members Entering Unmasked Estep Score: -4722590.500000 Penalty: 5096.853027 Iteration 22Q: 3 clusters Score -4722590 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 24918 members Entering Unmasked Estep Score: -4722671.000000 Penalty: 5096.853027 Iteration 23Q: 3 clusters Score -4722671 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 25158 members Entering Unmasked Estep Score: -4722757.500000 Penalty: 5096.853027 Iteration 24Q: 3 clusters Score -4722758 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 25366 members Entering Unmasked Estep Score: -4722844.500000 Penalty: 5096.853027 Iteration 25Q: 3 clusters Score -4722844 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 25545 members Entering Unmasked Estep Score: -4722922.500000 Penalty: 5096.853027 Iteration 26Q: 3 clusters Score -4722922 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 25711 members Entering Unmasked Estep Score: -4722980.000000 Penalty: 5096.853027 Iteration 27Q: 3 clusters Score -4722980 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 25878 members Entering Unmasked Estep Score: -4723038.000000 Penalty: 5096.853027 Iteration 28Q: 3 clusters Score -4723038 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 26012 members Entering Unmasked Estep Score: -4723074.000000 Penalty: 5096.853027 Iteration 29Q: 3 clusters Score -4723074 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 26152 members Entering Unmasked Estep Score: -4723143.000000 Penalty: 5096.853027 Iteration 30Q: 3 clusters Score -4723143 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 26280 members Entering Unmasked Estep Score: -4723202.500000 Penalty: 5096.853027 Iteration 31Q: 3 clusters Score -4723202 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 26387 members Entering Unmasked Estep Score: -4723229.500000 Penalty: 5096.853027 Iteration 32Q: 3 clusters Score -4723230 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 26471 members Entering Unmasked Estep Score: -4723246.000000 Penalty: 5096.853027 Iteration 33Q: 3 clusters Score -4723246 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 26555 members Entering Unmasked Estep Score: -4723276.000000 Penalty: 5096.853027 Iteration 34Q: 3 clusters Score -4723276 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 26625 members Entering Unmasked Estep Score: -4723296.500000 Penalty: 5096.853027 Iteration 35Q: 3 clusters Score -4723296 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 26695 members Entering Unmasked Estep Score: -4723315.000000 Penalty: 5096.853027 Iteration 36Q: 3 clusters Score -4723315 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 26761 members Entering Unmasked Estep Score: -4723341.500000 Penalty: 5096.853027 Iteration 37Q: 3 clusters Score -4723342 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 26836 members Entering Unmasked Estep Score: -4723368.500000 Penalty: 5096.853027 Iteration 38Q: 3 clusters Score -4723368 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 26915 members Entering Unmasked Estep Score: -4723406.000000 Penalty: 5096.853027 Iteration 39Q: 3 clusters Score -4723406 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 27006 members Entering Unmasked Estep Score: -4723435.000000 Penalty: 5096.853027 Iteration 40F: 3 clusters Score -4723435 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 27080 members Entering Unmasked Estep Score: -4723462.000000 Penalty: 5096.853027 Iteration 41Q: 3 clusters Score -4723462 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 27148 members Entering Unmasked Estep Score: -4723485.000000 Penalty: 5096.853027 Iteration 42Q: 3 clusters Score -4723485 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 27189 members Entering Unmasked Estep Score: -4723499.000000 Penalty: 5096.853027 Iteration 43Q: 3 clusters Score -4723499 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 27225 members Entering Unmasked Estep Score: -4723516.000000 Penalty: 5096.853027 Iteration 44Q: 3 clusters Score -4723516 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 27250 members Entering Unmasked Estep Score: -4723513.500000 Penalty: 5096.853027 Iteration 45Q: 3 clusters Score -4723514 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 27281 members Entering Unmasked Estep Score: -4723519.000000 Penalty: 5096.853027 Iteration 46Q: 3 clusters Score -4723519 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 27314 members Entering Unmasked Estep Score: -4723531.500000 Penalty: 5096.853027 Iteration 47Q: 3 clusters Score -4723532 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 27344 members Entering Unmasked Estep Score: -4723539.000000 Penalty: 5096.853027 Iteration 48Q: 3 clusters Score -4723539 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 27365 members Entering Unmasked Estep Score: -4723545.000000 Penalty: 5096.853027 Iteration 49Q: 3 clusters Score -4723545 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 27387 members Entering Unmasked Estep Score: -4723560.000000 Penalty: 5096.853027 Iteration 50Q: 3 clusters Score -4723560 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 27404 members Entering Unmasked Estep Score: -4723561.000000 Penalty: 5096.853027 Iteration 51Q: 3 clusters Score -4723561 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 27420 members Entering Unmasked Estep Score: -4723563.000000 Penalty: 5096.853027 Iteration 52Q: 3 clusters Score -4723563 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 27432 members Entering Unmasked Estep Score: -4723570.500000 Penalty: 5096.853027 Iteration 53Q: 3 clusters Score -4723570 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 27442 members Entering Unmasked Estep Score: -4723569.000000 Penalty: 5096.853027 Iteration 54Q: 3 clusters Score -4723569 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 27446 members Entering Unmasked Estep Score: -4723573.000000 Penalty: 5096.853027 Iteration 55Q: 3 clusters Score -4723573 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 27446 members Entering Unmasked Estep Score: -4723573.000000 Penalty: 5096.853027 Iteration 56F: 3 clusters Score -4723573 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (9543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Entering Unmasked Estep Score: -1514482.250000 Penalty: 2272.563477 Iteration 0F: 2 clusters Score -1514482 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -1507156.375000 Penalty: 4545.126953 Iteration 0F: 3 clusters Score -1507156 nChanged 3955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -1509208.375000 Penalty: 4545.126953 Iteration 1F: 3 clusters Score -1509208 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -1509577.125000 Penalty: 4545.126953 Iteration 2F: 3 clusters Score -1509577 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -1509824.500000 Penalty: 4545.126953 Iteration 3F: 3 clusters Score -1509824 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -1510003.875000 Penalty: 4545.126953 Iteration 4Q: 3 clusters Score -1510004 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -1510147.750000 Penalty: 4545.126953 Iteration 5Q: 3 clusters Score -1510148 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -1510285.250000 Penalty: 4545.126953 Iteration 6Q: 3 clusters Score -1510285 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1510398.500000 Penalty: 4545.126953 Iteration 7Q: 3 clusters Score -1510398 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1510517.125000 Penalty: 4545.126953 Iteration 8Q: 3 clusters Score -1510517 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -1510641.500000 Penalty: 4545.126953 Iteration 9Q: 3 clusters Score -1510642 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -1510775.000000 Penalty: 4545.126953 Iteration 10Q: 3 clusters Score -1510775 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -1510907.375000 Penalty: 4545.126953 Iteration 11Q: 3 clusters Score -1510907 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -1511032.000000 Penalty: 4545.126953 Iteration 12Q: 3 clusters Score -1511032 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 6374 members Entering Unmasked Estep Score: -1511171.125000 Penalty: 4545.126953 Iteration 13Q: 3 clusters Score -1511171 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -1511329.875000 Penalty: 4545.126953 Iteration 14Q: 3 clusters Score -1511330 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -1511493.625000 Penalty: 4545.126953 Iteration 15Q: 3 clusters Score -1511494 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -1511676.250000 Penalty: 4545.126953 Iteration 16Q: 3 clusters Score -1511676 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 7099 members Entering Unmasked Estep Score: -1511855.625000 Penalty: 4545.126953 Iteration 17Q: 3 clusters Score -1511856 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -1512009.375000 Penalty: 4545.126953 Iteration 18Q: 3 clusters Score -1512009 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -1512114.500000 Penalty: 4545.126953 Iteration 19Q: 3 clusters Score -1512114 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -1512180.500000 Penalty: 4545.126953 Iteration 20F: 3 clusters Score -1512180 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -1512233.500000 Penalty: 4545.126953 Iteration 21Q: 3 clusters Score -1512234 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 7517 members Entering Unmasked Estep Score: -1512267.750000 Penalty: 4545.126953 Iteration 22Q: 3 clusters Score -1512268 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -1512300.750000 Penalty: 4545.126953 Iteration 23Q: 3 clusters Score -1512301 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -1512344.375000 Penalty: 4545.126953 Iteration 24Q: 3 clusters Score -1512344 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 7664 members Entering Unmasked Estep Score: -1512383.375000 Penalty: 4545.126953 Iteration 25Q: 3 clusters Score -1512383 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 7720 members Entering Unmasked Estep Score: -1512413.750000 Penalty: 4545.126953 Iteration 26Q: 3 clusters Score -1512414 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -1512434.875000 Penalty: 4545.126953 Iteration 27Q: 3 clusters Score -1512435 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -1512455.625000 Penalty: 4545.126953 Iteration 28Q: 3 clusters Score -1512456 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 7810 members Entering Unmasked Estep Score: -1512463.875000 Penalty: 4545.126953 Iteration 29Q: 3 clusters Score -1512464 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 7828 members Entering Unmasked Estep Score: -1512477.000000 Penalty: 4545.126953 Iteration 30Q: 3 clusters Score -1512477 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -1512489.875000 Penalty: 4545.126953 Iteration 31Q: 3 clusters Score -1512490 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -1512498.375000 Penalty: 4545.126953 Iteration 32Q: 3 clusters Score -1512498 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -1512502.125000 Penalty: 4545.126953 Iteration 33Q: 3 clusters Score -1512502 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -1512509.000000 Penalty: 4545.126953 Iteration 34Q: 3 clusters Score -1512509 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 7881 members Entering Unmasked Estep Score: -1512515.000000 Penalty: 4545.126953 Iteration 35Q: 3 clusters Score -1512515 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -1512520.125000 Penalty: 4545.126953 Iteration 36Q: 3 clusters Score -1512520 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 7892 members Entering Unmasked Estep Score: -1512524.625000 Penalty: 4545.126953 Iteration 37Q: 3 clusters Score -1512525 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -1512530.625000 Penalty: 4545.126953 Iteration 38Q: 3 clusters Score -1512531 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -1512532.000000 Penalty: 4545.126953 Iteration 39Q: 3 clusters Score -1512532 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -1512534.000000 Penalty: 4545.126953 Iteration 40F: 3 clusters Score -1512534 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -1512535.000000 Penalty: 4545.126953 Iteration 41Q: 3 clusters Score -1512535 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -1512538.500000 Penalty: 4545.126953 Iteration 42Q: 3 clusters Score -1512538 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -1512543.125000 Penalty: 4545.126953 Iteration 43Q: 3 clusters Score -1512543 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -1512542.625000 Penalty: 4545.126953 Iteration 44Q: 3 clusters Score -1512543 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -1512543.875000 Penalty: 4545.126953 Iteration 45Q: 3 clusters Score -1512544 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -1512547.125000 Penalty: 4545.126953 Iteration 46Q: 3 clusters Score -1512547 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -1512547.750000 Penalty: 4545.126953 Iteration 47Q: 3 clusters Score -1512548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -1512547.750000 Penalty: 4545.126953 Iteration 48Q: 3 clusters Score -1512548 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -1512553.375000 Penalty: 4545.126953 Iteration 49Q: 3 clusters Score -1512553 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -1512555.375000 Penalty: 4545.126953 Iteration 50Q: 3 clusters Score -1512555 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -1512555.250000 Penalty: 4545.126953 Iteration 51Q: 3 clusters Score -1512555 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -1512557.500000 Penalty: 4545.126953 Iteration 52Q: 3 clusters Score -1512558 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -1512558.625000 Penalty: 4545.126953 Iteration 53Q: 3 clusters Score -1512559 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -1512565.375000 Penalty: 4545.126953 Iteration 54Q: 3 clusters Score -1512565 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -1512565.375000 Penalty: 4545.126953 Iteration 55Q: 3 clusters Score -1512565 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -1512566.000000 Penalty: 4545.126953 Iteration 56Q: 3 clusters Score -1512566 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -1512566.875000 Penalty: 4545.126953 Iteration 57Q: 3 clusters Score -1512567 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -1512568.875000 Penalty: 4545.126953 Iteration 58Q: 3 clusters Score -1512569 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -1512568.875000 Penalty: 4545.126953 Iteration 59F: 3 clusters Score -1512569 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -119211.679688 Penalty: 1650.868164 Iteration 0F: 2 clusters Score -119211.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -117462.828125 Penalty: 3301.736328 Iteration 0F: 3 clusters Score -117462.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -117684.960938 Penalty: 3301.736328 Iteration 1F: 3 clusters Score -117685 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -117723.601562 Penalty: 3301.736328 Iteration 2Q: 3 clusters Score -117723.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -117763.078125 Penalty: 3301.736328 Iteration 3Q: 3 clusters Score -117763.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -117795.781250 Penalty: 3301.736328 Iteration 4Q: 3 clusters Score -117795.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -117822.703125 Penalty: 3301.736328 Iteration 5Q: 3 clusters Score -117822.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -117843.312500 Penalty: 3301.736328 Iteration 6Q: 3 clusters Score -117843.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -117880.796875 Penalty: 3301.736328 Iteration 7Q: 3 clusters Score -117880.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -117912.570312 Penalty: 3301.736328 Iteration 8Q: 3 clusters Score -117912.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -117946.164062 Penalty: 3301.736328 Iteration 9Q: 3 clusters Score -117946.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -118023.429688 Penalty: 3301.736328 Iteration 10Q: 3 clusters Score -118023.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -118118.132812 Penalty: 3301.736328 Iteration 11Q: 3 clusters Score -118118.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -118194.929688 Penalty: 3301.736328 Iteration 12Q: 3 clusters Score -118194.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -118260.671875 Penalty: 3301.736328 Iteration 13Q: 3 clusters Score -118260.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -118297.000000 Penalty: 3301.736328 Iteration 14Q: 3 clusters Score -118297 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -118318.664062 Penalty: 3301.736328 Iteration 15Q: 3 clusters Score -118318.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -118322.351562 Penalty: 3301.736328 Iteration 16Q: 3 clusters Score -118322.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -118323.304688 Penalty: 3301.736328 Iteration 17Q: 3 clusters Score -118323.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -118326.101562 Penalty: 3301.736328 Iteration 18Q: 3 clusters Score -118326.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -118328.906250 Penalty: 3301.736328 Iteration 19Q: 3 clusters Score -118328.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -118333.671875 Penalty: 3301.736328 Iteration 20F: 3 clusters Score -118333.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -118335.984375 Penalty: 3301.736328 Iteration 21Q: 3 clusters Score -118336 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -118336.710938 Penalty: 3301.736328 Iteration 22Q: 3 clusters Score -118336.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -118336.710938 Penalty: 3301.736328 Iteration 23F: 3 clusters Score -118336.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -46629.707031 Penalty: 1455.585693 Iteration 0F: 2 clusters Score -46629.71 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 168 members Entering Unmasked Estep Score: -45376.699219 Penalty: 2911.171387 Iteration 0F: 3 clusters Score -45376.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -45568.609375 Penalty: 2911.171387 Iteration 1F: 3 clusters Score -45568.61 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -45702.738281 Penalty: 2911.171387 Iteration 2F: 3 clusters Score -45702.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -45774.378906 Penalty: 2911.171387 Iteration 3Q: 3 clusters Score -45774.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -45811.914062 Penalty: 2911.171387 Iteration 4Q: 3 clusters Score -45811.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -45845.664062 Penalty: 2911.171387 Iteration 5Q: 3 clusters Score -45845.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -45862.171875 Penalty: 2911.171387 Iteration 6Q: 3 clusters Score -45862.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -45866.691406 Penalty: 2911.171387 Iteration 7Q: 3 clusters Score -45866.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -45869.167969 Penalty: 2911.171387 Iteration 8Q: 3 clusters Score -45869.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -45869.167969 Penalty: 2911.171387 Iteration 9F: 3 clusters Score -45869.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Entering Unmasked Estep Score: -108685.070312 Penalty: 1647.659912 Iteration 0F: 2 clusters Score -108685.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -106929.523438 Penalty: 3295.319824 Iteration 0F: 3 clusters Score -106929.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -107241.398438 Penalty: 3295.319824 Iteration 1F: 3 clusters Score -107241.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -107372.054688 Penalty: 3295.319824 Iteration 2F: 3 clusters Score -107372.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -107463.492188 Penalty: 3295.319824 Iteration 3Q: 3 clusters Score -107463.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -107519.640625 Penalty: 3295.319824 Iteration 4Q: 3 clusters Score -107519.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -107556.468750 Penalty: 3295.319824 Iteration 5Q: 3 clusters Score -107556.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -107588.242188 Penalty: 3295.319824 Iteration 6Q: 3 clusters Score -107588.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -107613.078125 Penalty: 3295.319824 Iteration 7Q: 3 clusters Score -107613.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -107626.195312 Penalty: 3295.319824 Iteration 8Q: 3 clusters Score -107626.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -107641.882812 Penalty: 3295.319824 Iteration 9Q: 3 clusters Score -107641.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -107647.945312 Penalty: 3295.319824 Iteration 10Q: 3 clusters Score -107647.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -107651.484375 Penalty: 3295.319824 Iteration 11Q: 3 clusters Score -107651.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -107654.875000 Penalty: 3295.319824 Iteration 12Q: 3 clusters Score -107654.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -107654.875000 Penalty: 3295.319824 Iteration 13F: 3 clusters Score -107654.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Entering Unmasked Estep Score: -703975.062500 Penalty: 2074.859863 Iteration 0F: 2 clusters Score -703975.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -699843.687500 Penalty: 4149.719727 Iteration 0F: 3 clusters Score -699843.7 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -700846.125000 Penalty: 4149.719727 Iteration 1F: 3 clusters Score -700846.1 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -701158.875000 Penalty: 4149.719727 Iteration 2F: 3 clusters Score -701158.9 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -701475.062500 Penalty: 4149.719727 Iteration 3F: 3 clusters Score -701475.1 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -701868.187500 Penalty: 4149.719727 Iteration 4F: 3 clusters Score -701868.2 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -702323.875000 Penalty: 4149.719727 Iteration 5F: 3 clusters Score -702323.9 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -702663.062500 Penalty: 4149.719727 Iteration 6F: 3 clusters Score -702663.1 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -702902.937500 Penalty: 4149.719727 Iteration 7F: 3 clusters Score -702902.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -703020.437500 Penalty: 4149.719727 Iteration 8Q: 3 clusters Score -703020.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -703084.187500 Penalty: 4149.719727 Iteration 9Q: 3 clusters Score -703084.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -703119.937500 Penalty: 4149.719727 Iteration 10Q: 3 clusters Score -703119.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -703144.437500 Penalty: 4149.719727 Iteration 11Q: 3 clusters Score -703144.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -703167.687500 Penalty: 4149.719727 Iteration 12Q: 3 clusters Score -703167.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -703177.812500 Penalty: 4149.719727 Iteration 13Q: 3 clusters Score -703177.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -703179.250000 Penalty: 4149.719727 Iteration 14Q: 3 clusters Score -703179.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -703180.187500 Penalty: 4149.719727 Iteration 15Q: 3 clusters Score -703180.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -703180.500000 Penalty: 4149.719727 Iteration 16Q: 3 clusters Score -703180.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -703183.187500 Penalty: 4149.719727 Iteration 17Q: 3 clusters Score -703183.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -703183.250000 Penalty: 4149.719727 Iteration 18Q: 3 clusters Score -703183.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -703183.250000 Penalty: 4149.719727 Iteration 19F: 3 clusters Score -703183.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (53230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53230 members Entering Unmasked Estep Score: -8712805.000000 Penalty: 2698.829590 Iteration 0F: 2 clusters Score -8712805 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26589 members Mstep: Class 2 contains 26641 members Entering Unmasked Estep Score: -8680562.000000 Penalty: 5397.659180 Iteration 0F: 3 clusters Score -8680562 nChanged 24689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26688 members Mstep: Class 2 contains 26542 members Entering Unmasked Estep Score: -8694115.000000 Penalty: 5397.659180 Iteration 1F: 3 clusters Score -8694115 nChanged 2172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26894 members Mstep: Class 2 contains 26336 members Entering Unmasked Estep Score: -8694771.000000 Penalty: 5397.659180 Iteration 2Q: 3 clusters Score -8694771 nChanged 2190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27302 members Mstep: Class 2 contains 25928 members Entering Unmasked Estep Score: -8695474.000000 Penalty: 5397.659180 Iteration 3Q: 3 clusters Score -8695474 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27968 members Mstep: Class 2 contains 25262 members Entering Unmasked Estep Score: -8696532.000000 Penalty: 5397.659180 Iteration 4Q: 3 clusters Score -8696532 nChanged 2775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28949 members Mstep: Class 2 contains 24281 members Entering Unmasked Estep Score: -8698053.000000 Penalty: 5397.659180 Iteration 5F: 3 clusters Score -8698053 nChanged 3503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30428 members Mstep: Class 2 contains 22802 members Entering Unmasked Estep Score: -8700305.000000 Penalty: 5397.659180 Iteration 6F: 3 clusters Score -8700305 nChanged 4067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32483 members Mstep: Class 2 contains 20747 members Entering Unmasked Estep Score: -8702841.000000 Penalty: 5397.659180 Iteration 7F: 3 clusters Score -8702841 nChanged 3832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34673 members Mstep: Class 2 contains 18557 members Entering Unmasked Estep Score: -8704969.000000 Penalty: 5397.659180 Iteration 8F: 3 clusters Score -8704969 nChanged 3166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36701 members Mstep: Class 2 contains 16529 members Entering Unmasked Estep Score: -8706389.000000 Penalty: 5397.659180 Iteration 9F: 3 clusters Score -8706389 nChanged 2430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38549 members Mstep: Class 2 contains 14681 members Entering Unmasked Estep Score: -8707322.000000 Penalty: 5397.659180 Iteration 10Q: 3 clusters Score -8707322 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40175 members Mstep: Class 2 contains 13055 members Entering Unmasked Estep Score: -8708109.000000 Penalty: 5397.659180 Iteration 11Q: 3 clusters Score -8708109 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41656 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -8708735.000000 Penalty: 5397.659180 Iteration 12Q: 3 clusters Score -8708735 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43031 members Mstep: Class 2 contains 10199 members Entering Unmasked Estep Score: -8709379.000000 Penalty: 5397.659180 Iteration 13Q: 3 clusters Score -8709379 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44362 members Mstep: Class 2 contains 8868 members Entering Unmasked Estep Score: -8709976.000000 Penalty: 5397.659180 Iteration 14Q: 3 clusters Score -8709976 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45639 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -8710607.000000 Penalty: 5397.659180 Iteration 15Q: 3 clusters Score -8710607 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46803 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -8711199.000000 Penalty: 5397.659180 Iteration 16Q: 3 clusters Score -8711199 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47830 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -8711731.000000 Penalty: 5397.659180 Iteration 17Q: 3 clusters Score -8711731 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48676 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -8712046.000000 Penalty: 5397.659180 Iteration 18Q: 3 clusters Score -8712046 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49347 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -8712198.000000 Penalty: 5397.659180 Iteration 19Q: 3 clusters Score -8712198 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49845 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -8712191.000000 Penalty: 5397.659180 Iteration 20F: 3 clusters Score -8712191 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50221 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -8712214.000000 Penalty: 5397.659180 Iteration 21Q: 3 clusters Score -8712214 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50520 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -8712230.000000 Penalty: 5397.659180 Iteration 22Q: 3 clusters Score -8712230 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50752 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -8712251.000000 Penalty: 5397.659180 Iteration 23Q: 3 clusters Score -8712251 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50952 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -8712237.000000 Penalty: 5397.659180 Iteration 24Q: 3 clusters Score -8712237 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51126 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -8712213.000000 Penalty: 5397.659180 Iteration 25Q: 3 clusters Score -8712213 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51249 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -8712236.000000 Penalty: 5397.659180 Iteration 26Q: 3 clusters Score -8712236 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51344 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -8712239.000000 Penalty: 5397.659180 Iteration 27Q: 3 clusters Score -8712239 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51405 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -8712227.000000 Penalty: 5397.659180 Iteration 28Q: 3 clusters Score -8712227 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51453 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -8712223.000000 Penalty: 5397.659180 Iteration 29Q: 3 clusters Score -8712223 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51490 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -8712202.000000 Penalty: 5397.659180 Iteration 30Q: 3 clusters Score -8712202 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51526 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -8712214.000000 Penalty: 5397.659180 Iteration 31Q: 3 clusters Score -8712214 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51565 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -8712221.000000 Penalty: 5397.659180 Iteration 32Q: 3 clusters Score -8712221 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51591 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -8712208.000000 Penalty: 5397.659180 Iteration 33Q: 3 clusters Score -8712208 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51607 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -8712200.000000 Penalty: 5397.659180 Iteration 34Q: 3 clusters Score -8712200 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51623 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -8712210.000000 Penalty: 5397.659180 Iteration 35Q: 3 clusters Score -8712210 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51639 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -8712199.000000 Penalty: 5397.659180 Iteration 36Q: 3 clusters Score -8712199 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51653 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -8712201.000000 Penalty: 5397.659180 Iteration 37Q: 3 clusters Score -8712201 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51672 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -8712204.000000 Penalty: 5397.659180 Iteration 38Q: 3 clusters Score -8712204 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51684 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -8712196.000000 Penalty: 5397.659180 Iteration 39Q: 3 clusters Score -8712196 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51689 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -8712200.000000 Penalty: 5397.659180 Iteration 40F: 3 clusters Score -8712200 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51693 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -8712200.000000 Penalty: 5397.659180 Iteration 41Q: 3 clusters Score -8712200 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51698 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -8712210.000000 Penalty: 5397.659180 Iteration 42Q: 3 clusters Score -8712210 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51702 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -8712212.000000 Penalty: 5397.659180 Iteration 43Q: 3 clusters Score -8712212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51702 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -8712212.000000 Penalty: 5397.659180 Iteration 44F: 3 clusters Score -8712212 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -71173.648438 Penalty: 1566.208862 Iteration 0F: 2 clusters Score -71173.65 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: -69705.664062 Penalty: 3132.417725 Iteration 0F: 3 clusters Score -69705.66 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -70069.968750 Penalty: 3132.417725 Iteration 1F: 3 clusters Score -70069.97 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -70296.484375 Penalty: 3132.417725 Iteration 2F: 3 clusters Score -70296.48 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -70563.609375 Penalty: 3132.417725 Iteration 3F: 3 clusters Score -70563.61 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -70702.179688 Penalty: 3132.417725 Iteration 4Q: 3 clusters Score -70702.18 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -70813.062500 Penalty: 3132.417725 Iteration 5Q: 3 clusters Score -70813.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -70875.039062 Penalty: 3132.417725 Iteration 6Q: 3 clusters Score -70875.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -70956.171875 Penalty: 3132.417725 Iteration 7Q: 3 clusters Score -70956.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -71005.718750 Penalty: 3132.417725 Iteration 8Q: 3 clusters Score -71005.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -71055.398438 Penalty: 3132.417725 Iteration 9Q: 3 clusters Score -71055.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -71055.398438 Penalty: 3132.417725 Iteration 10F: 3 clusters Score -71055.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Entering Unmasked Estep Score: -637338.812500 Penalty: 2048.922607 Iteration 0F: 2 clusters Score -637338.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -633526.437500 Penalty: 4097.845215 Iteration 0F: 3 clusters Score -633526.4 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -634470.000000 Penalty: 4097.845215 Iteration 1F: 3 clusters Score -634470 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -634819.875000 Penalty: 4097.845215 Iteration 2F: 3 clusters Score -634819.9 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -635057.125000 Penalty: 4097.845215 Iteration 3F: 3 clusters Score -635057.1 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -635261.750000 Penalty: 4097.845215 Iteration 4F: 3 clusters Score -635261.8 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -635417.062500 Penalty: 4097.845215 Iteration 5F: 3 clusters Score -635417.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -635499.375000 Penalty: 4097.845215 Iteration 6Q: 3 clusters Score -635499.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -635567.062500 Penalty: 4097.845215 Iteration 7Q: 3 clusters Score -635567.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -635621.312500 Penalty: 4097.845215 Iteration 8Q: 3 clusters Score -635621.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -635666.125000 Penalty: 4097.845215 Iteration 9Q: 3 clusters Score -635666.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -635696.750000 Penalty: 4097.845215 Iteration 10Q: 3 clusters Score -635696.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -635717.375000 Penalty: 4097.845215 Iteration 11Q: 3 clusters Score -635717.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -635734.875000 Penalty: 4097.845215 Iteration 12Q: 3 clusters Score -635734.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -635744.750000 Penalty: 4097.845215 Iteration 13Q: 3 clusters Score -635744.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -635750.500000 Penalty: 4097.845215 Iteration 14Q: 3 clusters Score -635750.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -635755.875000 Penalty: 4097.845215 Iteration 15Q: 3 clusters Score -635755.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -635762.937500 Penalty: 4097.845215 Iteration 16Q: 3 clusters Score -635762.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -635769.437500 Penalty: 4097.845215 Iteration 17Q: 3 clusters Score -635769.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -635771.750000 Penalty: 4097.845215 Iteration 18Q: 3 clusters Score -635771.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -635774.750000 Penalty: 4097.845215 Iteration 19Q: 3 clusters Score -635774.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -635775.500000 Penalty: 4097.845215 Iteration 20F: 3 clusters Score -635775.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -635776.875000 Penalty: 4097.845215 Iteration 21Q: 3 clusters Score -635776.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -635777.562500 Penalty: 4097.845215 Iteration 22Q: 3 clusters Score -635777.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -635778.500000 Penalty: 4097.845215 Iteration 23Q: 3 clusters Score -635778.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -635780.375000 Penalty: 4097.845215 Iteration 24Q: 3 clusters Score -635780.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -635783.062500 Penalty: 4097.845215 Iteration 25Q: 3 clusters Score -635783.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -635788.437500 Penalty: 4097.845215 Iteration 26Q: 3 clusters Score -635788.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -635790.812500 Penalty: 4097.845215 Iteration 27Q: 3 clusters Score -635790.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -635791.875000 Penalty: 4097.845215 Iteration 28Q: 3 clusters Score -635791.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -635794.687500 Penalty: 4097.845215 Iteration 29Q: 3 clusters Score -635794.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -635794.812500 Penalty: 4097.845215 Iteration 30Q: 3 clusters Score -635794.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -635796.125000 Penalty: 4097.845215 Iteration 31Q: 3 clusters Score -635796.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -635795.687500 Penalty: 4097.845215 Iteration 32Q: 3 clusters Score -635795.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -635795.687500 Penalty: 4097.845215 Iteration 33F: 3 clusters Score -635795.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Entering Unmasked Estep Score: -945427.625000 Penalty: 2157.562256 Iteration 0F: 2 clusters Score -945427.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -940276.375000 Penalty: 4315.124512 Iteration 0F: 3 clusters Score -940276.4 nChanged 2355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -941696.437500 Penalty: 4315.124512 Iteration 1F: 3 clusters Score -941696.4 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -942098.375000 Penalty: 4315.124512 Iteration 2F: 3 clusters Score -942098.4 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -942495.250000 Penalty: 4315.124512 Iteration 3F: 3 clusters Score -942495.2 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -942881.062500 Penalty: 4315.124512 Iteration 4F: 3 clusters Score -942881.1 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -943260.937500 Penalty: 4315.124512 Iteration 5F: 3 clusters Score -943260.9 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -943512.687500 Penalty: 4315.124512 Iteration 6F: 3 clusters Score -943512.7 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -943709.937500 Penalty: 4315.124512 Iteration 7Q: 3 clusters Score -943709.9 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -943865.187500 Penalty: 4315.124512 Iteration 8Q: 3 clusters Score -943865.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -943996.125000 Penalty: 4315.124512 Iteration 9Q: 3 clusters Score -943996.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -944102.062500 Penalty: 4315.124512 Iteration 10Q: 3 clusters Score -944102.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -944192.187500 Penalty: 4315.124512 Iteration 11Q: 3 clusters Score -944192.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -944303.187500 Penalty: 4315.124512 Iteration 12Q: 3 clusters Score -944303.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -944405.125000 Penalty: 4315.124512 Iteration 13Q: 3 clusters Score -944405.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -944479.062500 Penalty: 4315.124512 Iteration 14Q: 3 clusters Score -944479.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -944537.875000 Penalty: 4315.124512 Iteration 15Q: 3 clusters Score -944537.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -944584.875000 Penalty: 4315.124512 Iteration 16Q: 3 clusters Score -944584.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -944614.187500 Penalty: 4315.124512 Iteration 17Q: 3 clusters Score -944614.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -944633.812500 Penalty: 4315.124512 Iteration 18Q: 3 clusters Score -944633.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -944646.937500 Penalty: 4315.124512 Iteration 19Q: 3 clusters Score -944646.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -944662.375000 Penalty: 4315.124512 Iteration 20F: 3 clusters Score -944662.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -944673.687500 Penalty: 4315.124512 Iteration 21Q: 3 clusters Score -944673.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -944680.875000 Penalty: 4315.124512 Iteration 22Q: 3 clusters Score -944680.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -944690.812500 Penalty: 4315.124512 Iteration 23Q: 3 clusters Score -944690.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -944695.812500 Penalty: 4315.124512 Iteration 24Q: 3 clusters Score -944695.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -944700.437500 Penalty: 4315.124512 Iteration 25Q: 3 clusters Score -944700.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -944704.250000 Penalty: 4315.124512 Iteration 26Q: 3 clusters Score -944704.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -944704.125000 Penalty: 4315.124512 Iteration 27Q: 3 clusters Score -944704.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -944706.187500 Penalty: 4315.124512 Iteration 28Q: 3 clusters Score -944706.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -944706.000000 Penalty: 4315.124512 Iteration 29Q: 3 clusters Score -944706 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -944707.750000 Penalty: 4315.124512 Iteration 30Q: 3 clusters Score -944707.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -944709.437500 Penalty: 4315.124512 Iteration 31Q: 3 clusters Score -944709.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -944712.750000 Penalty: 4315.124512 Iteration 32Q: 3 clusters Score -944712.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -944715.187500 Penalty: 4315.124512 Iteration 33Q: 3 clusters Score -944715.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -944716.000000 Penalty: 4315.124512 Iteration 34Q: 3 clusters Score -944716 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -944714.812500 Penalty: 4315.124512 Iteration 35Q: 3 clusters Score -944714.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -944714.812500 Penalty: 4315.124512 Iteration 36F: 3 clusters Score -944714.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Entering Unmasked Estep Score: -629880.250000 Penalty: 2044.855225 Iteration 0F: 2 clusters Score -629880.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -626088.125000 Penalty: 4089.710449 Iteration 0F: 3 clusters Score -626088.1 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -626957.125000 Penalty: 4089.710449 Iteration 1F: 3 clusters Score -626957.1 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -627169.812500 Penalty: 4089.710449 Iteration 2F: 3 clusters Score -627169.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -627302.625000 Penalty: 4089.710449 Iteration 3F: 3 clusters Score -627302.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -627416.750000 Penalty: 4089.710449 Iteration 4Q: 3 clusters Score -627416.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -627530.437500 Penalty: 4089.710449 Iteration 5Q: 3 clusters Score -627530.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -627620.875000 Penalty: 4089.710449 Iteration 6Q: 3 clusters Score -627620.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -627701.812500 Penalty: 4089.710449 Iteration 7Q: 3 clusters Score -627701.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -627779.875000 Penalty: 4089.710449 Iteration 8Q: 3 clusters Score -627779.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -627858.937500 Penalty: 4089.710449 Iteration 9Q: 3 clusters Score -627858.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -627945.937500 Penalty: 4089.710449 Iteration 10Q: 3 clusters Score -627945.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -628035.250000 Penalty: 4089.710449 Iteration 11Q: 3 clusters Score -628035.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -628115.750000 Penalty: 4089.710449 Iteration 12Q: 3 clusters Score -628115.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -628166.875000 Penalty: 4089.710449 Iteration 13Q: 3 clusters Score -628166.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -628201.687500 Penalty: 4089.710449 Iteration 14Q: 3 clusters Score -628201.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -628222.062500 Penalty: 4089.710449 Iteration 15Q: 3 clusters Score -628222.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -628241.187500 Penalty: 4089.710449 Iteration 16Q: 3 clusters Score -628241.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -628254.375000 Penalty: 4089.710449 Iteration 17Q: 3 clusters Score -628254.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -628265.000000 Penalty: 4089.710449 Iteration 18Q: 3 clusters Score -628265 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -628273.187500 Penalty: 4089.710449 Iteration 19Q: 3 clusters Score -628273.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -628279.125000 Penalty: 4089.710449 Iteration 20F: 3 clusters Score -628279.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -628285.062500 Penalty: 4089.710449 Iteration 21Q: 3 clusters Score -628285.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -628289.812500 Penalty: 4089.710449 Iteration 22Q: 3 clusters Score -628289.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -628294.375000 Penalty: 4089.710449 Iteration 23Q: 3 clusters Score -628294.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -628300.062500 Penalty: 4089.710449 Iteration 24Q: 3 clusters Score -628300.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -628302.000000 Penalty: 4089.710449 Iteration 25Q: 3 clusters Score -628302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -628303.875000 Penalty: 4089.710449 Iteration 26Q: 3 clusters Score -628303.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -628303.875000 Penalty: 4089.710449 Iteration 27F: 3 clusters Score -628303.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -49271.558594 Penalty: 1470.538086 Iteration 0F: 2 clusters Score -49271.56 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 187 members Entering Unmasked Estep Score: -48008.664062 Penalty: 2941.076172 Iteration 0F: 3 clusters Score -48008.66 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -48311.308594 Penalty: 2941.076172 Iteration 1F: 3 clusters Score -48311.31 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -48492.351562 Penalty: 2941.076172 Iteration 2F: 3 clusters Score -48492.35 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -48614.367188 Penalty: 2941.076172 Iteration 3Q: 3 clusters Score -48614.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -48665.328125 Penalty: 2941.076172 Iteration 4Q: 3 clusters Score -48665.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -48696.093750 Penalty: 2941.076172 Iteration 5Q: 3 clusters Score -48696.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -48730.570312 Penalty: 2941.076172 Iteration 6Q: 3 clusters Score -48730.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -48750.101562 Penalty: 2941.076172 Iteration 7Q: 3 clusters Score -48750.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -48759.289062 Penalty: 2941.076172 Iteration 8Q: 3 clusters Score -48759.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -48760.800781 Penalty: 2941.076172 Iteration 9Q: 3 clusters Score -48760.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -48760.800781 Penalty: 2941.076172 Iteration 10F: 3 clusters Score -48760.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Entering Unmasked Estep Score: -37226.078125 Penalty: 1421.868652 Iteration 0F: 2 clusters Score -37226.08 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 151 members Entering Unmasked Estep Score: -36036.730469 Penalty: 2843.737305 Iteration 0F: 3 clusters Score -36036.73 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -36304.898438 Penalty: 2843.737305 Iteration 1F: 3 clusters Score -36304.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -36466.375000 Penalty: 2843.737305 Iteration 2F: 3 clusters Score -36466.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -36546.722656 Penalty: 2843.737305 Iteration 3Q: 3 clusters Score -36546.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -36555.656250 Penalty: 2843.737305 Iteration 4Q: 3 clusters Score -36555.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -36555.656250 Penalty: 2843.737305 Iteration 5F: 3 clusters Score -36555.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (39776 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39776 members Entering Unmasked Estep Score: -6658503.000000 Penalty: 2626.572754 Iteration 0F: 2 clusters Score -6658503 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20001 members Mstep: Class 2 contains 19775 members Entering Unmasked Estep Score: -6634652.500000 Penalty: 5253.145508 Iteration 0F: 3 clusters Score -6634652 nChanged 18057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20470 members Mstep: Class 2 contains 19306 members Entering Unmasked Estep Score: -6644264.500000 Penalty: 5253.145508 Iteration 1F: 3 clusters Score -6644264 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20823 members Mstep: Class 2 contains 18953 members Entering Unmasked Estep Score: -6644795.500000 Penalty: 5253.145508 Iteration 2Q: 3 clusters Score -6644796 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21229 members Mstep: Class 2 contains 18547 members Entering Unmasked Estep Score: -6645303.000000 Penalty: 5253.145508 Iteration 3Q: 3 clusters Score -6645303 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21833 members Mstep: Class 2 contains 17943 members Entering Unmasked Estep Score: -6645794.000000 Penalty: 5253.145508 Iteration 4Q: 3 clusters Score -6645794 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22644 members Mstep: Class 2 contains 17132 members Entering Unmasked Estep Score: -6646300.500000 Penalty: 5253.145508 Iteration 5Q: 3 clusters Score -6646300 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23744 members Mstep: Class 2 contains 16032 members Entering Unmasked Estep Score: -6646994.000000 Penalty: 5253.145508 Iteration 6Q: 3 clusters Score -6646994 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25144 members Mstep: Class 2 contains 14632 members Entering Unmasked Estep Score: -6647864.000000 Penalty: 5253.145508 Iteration 7Q: 3 clusters Score -6647864 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26900 members Mstep: Class 2 contains 12876 members Entering Unmasked Estep Score: -6648904.500000 Penalty: 5253.145508 Iteration 8Q: 3 clusters Score -6648904 nChanged 2285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29005 members Mstep: Class 2 contains 10771 members Entering Unmasked Estep Score: -6650328.500000 Penalty: 5253.145508 Iteration 9F: 3 clusters Score -6650328 nChanged 2378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31193 members Mstep: Class 2 contains 8583 members Entering Unmasked Estep Score: -6651764.000000 Penalty: 5253.145508 Iteration 10F: 3 clusters Score -6651764 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33092 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -6652949.000000 Penalty: 5253.145508 Iteration 11F: 3 clusters Score -6652949 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34562 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -6653874.000000 Penalty: 5253.145508 Iteration 12Q: 3 clusters Score -6653874 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35617 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -6654437.000000 Penalty: 5253.145508 Iteration 13Q: 3 clusters Score -6654437 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36307 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -6654850.000000 Penalty: 5253.145508 Iteration 14Q: 3 clusters Score -6654850 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36784 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -6655113.000000 Penalty: 5253.145508 Iteration 15Q: 3 clusters Score -6655113 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37170 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -6655310.500000 Penalty: 5253.145508 Iteration 16Q: 3 clusters Score -6655310 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37449 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -6655494.000000 Penalty: 5253.145508 Iteration 17Q: 3 clusters Score -6655494 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37666 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -6655575.500000 Penalty: 5253.145508 Iteration 18Q: 3 clusters Score -6655576 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37832 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -6655673.000000 Penalty: 5253.145508 Iteration 19Q: 3 clusters Score -6655673 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37960 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -6655775.500000 Penalty: 5253.145508 Iteration 20F: 3 clusters Score -6655776 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38064 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -6655848.500000 Penalty: 5253.145508 Iteration 21Q: 3 clusters Score -6655848 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38152 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -6655898.000000 Penalty: 5253.145508 Iteration 22Q: 3 clusters Score -6655898 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38218 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -6655965.000000 Penalty: 5253.145508 Iteration 23Q: 3 clusters Score -6655965 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38267 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -6655997.000000 Penalty: 5253.145508 Iteration 24Q: 3 clusters Score -6655997 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38312 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -6656036.000000 Penalty: 5253.145508 Iteration 25Q: 3 clusters Score -6656036 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38357 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -6656057.000000 Penalty: 5253.145508 Iteration 26Q: 3 clusters Score -6656057 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38401 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -6656088.000000 Penalty: 5253.145508 Iteration 27Q: 3 clusters Score -6656088 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38443 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -6656117.500000 Penalty: 5253.145508 Iteration 28Q: 3 clusters Score -6656118 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38476 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -6656120.500000 Penalty: 5253.145508 Iteration 29Q: 3 clusters Score -6656120 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38494 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -6656140.000000 Penalty: 5253.145508 Iteration 30Q: 3 clusters Score -6656140 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38510 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -6656150.000000 Penalty: 5253.145508 Iteration 31Q: 3 clusters Score -6656150 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38533 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -6656149.500000 Penalty: 5253.145508 Iteration 32Q: 3 clusters Score -6656150 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38549 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -6656157.500000 Penalty: 5253.145508 Iteration 33Q: 3 clusters Score -6656158 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38572 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -6656177.000000 Penalty: 5253.145508 Iteration 34Q: 3 clusters Score -6656177 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38587 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -6656181.000000 Penalty: 5253.145508 Iteration 35Q: 3 clusters Score -6656181 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38597 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -6656198.500000 Penalty: 5253.145508 Iteration 36Q: 3 clusters Score -6656198 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38604 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -6656205.000000 Penalty: 5253.145508 Iteration 37Q: 3 clusters Score -6656205 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38617 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -6656205.000000 Penalty: 5253.145508 Iteration 38Q: 3 clusters Score -6656205 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38621 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -6656206.000000 Penalty: 5253.145508 Iteration 39Q: 3 clusters Score -6656206 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38625 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -6656208.500000 Penalty: 5253.145508 Iteration 40F: 3 clusters Score -6656208 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38629 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -6656207.000000 Penalty: 5253.145508 Iteration 41Q: 3 clusters Score -6656207 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38633 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -6656204.000000 Penalty: 5253.145508 Iteration 42Q: 3 clusters Score -6656204 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38633 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -6656206.000000 Penalty: 5253.145508 Iteration 43Q: 3 clusters Score -6656206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38633 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -6656208.500000 Penalty: 5253.145508 Iteration 44Q: 3 clusters Score -6656208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38634 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -6656205.500000 Penalty: 5253.145508 Iteration 45Q: 3 clusters Score -6656206 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38635 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -6656207.500000 Penalty: 5253.145508 Iteration 46Q: 3 clusters Score -6656208 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38636 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -6656210.000000 Penalty: 5253.145508 Iteration 47Q: 3 clusters Score -6656210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38637 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -6656206.000000 Penalty: 5253.145508 Iteration 48Q: 3 clusters Score -6656206 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38637 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -6656206.000000 Penalty: 5253.145508 Iteration 49F: 3 clusters Score -6656206 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -25007.843750 Penalty: 1331.918213 Iteration 0F: 2 clusters Score -25007.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -24044.062500 Penalty: 2663.836426 Iteration 0F: 3 clusters Score -24044.06 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -24298.304688 Penalty: 2663.836426 Iteration 1F: 3 clusters Score -24298.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -24400.042969 Penalty: 2663.836426 Iteration 2F: 3 clusters Score -24400.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -24409.822266 Penalty: 2663.836426 Iteration 3Q: 3 clusters Score -24409.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -24419.378906 Penalty: 2663.836426 Iteration 4Q: 3 clusters Score -24419.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -24421.832031 Penalty: 2663.836426 Iteration 5Q: 3 clusters Score -24421.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -24427.236328 Penalty: 2663.836426 Iteration 6Q: 3 clusters Score -24427.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -24427.236328 Penalty: 2663.836426 Iteration 7F: 3 clusters Score -24427.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1970 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Entering Unmasked Estep Score: -297928.156250 Penalty: 1881.275635 Iteration 0F: 2 clusters Score -297928.2 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 964 members Entering Unmasked Estep Score: -295335.687500 Penalty: 3762.551270 Iteration 0F: 3 clusters Score -295335.7 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -296020.500000 Penalty: 3762.551270 Iteration 1F: 3 clusters Score -296020.5 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -296416.125000 Penalty: 3762.551270 Iteration 2F: 3 clusters Score -296416.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -296681.625000 Penalty: 3762.551270 Iteration 3F: 3 clusters Score -296681.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -296914.250000 Penalty: 3762.551270 Iteration 4F: 3 clusters Score -296914.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -297103.156250 Penalty: 3762.551270 Iteration 5F: 3 clusters Score -297103.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -297274.500000 Penalty: 3762.551270 Iteration 6Q: 3 clusters Score -297274.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -297407.781250 Penalty: 3762.551270 Iteration 7Q: 3 clusters Score -297407.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -297490.250000 Penalty: 3762.551270 Iteration 8Q: 3 clusters Score -297490.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -297549.250000 Penalty: 3762.551270 Iteration 9Q: 3 clusters Score -297549.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -297589.625000 Penalty: 3762.551270 Iteration 10Q: 3 clusters Score -297589.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -297627.906250 Penalty: 3762.551270 Iteration 11Q: 3 clusters Score -297627.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -297652.625000 Penalty: 3762.551270 Iteration 12Q: 3 clusters Score -297652.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -297667.500000 Penalty: 3762.551270 Iteration 13Q: 3 clusters Score -297667.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -297674.093750 Penalty: 3762.551270 Iteration 14Q: 3 clusters Score -297674.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -297677.281250 Penalty: 3762.551270 Iteration 15Q: 3 clusters Score -297677.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -297678.437500 Penalty: 3762.551270 Iteration 16Q: 3 clusters Score -297678.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -297681.781250 Penalty: 3762.551270 Iteration 17Q: 3 clusters Score -297681.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -297683.125000 Penalty: 3762.551270 Iteration 18Q: 3 clusters Score -297683.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -297684.875000 Penalty: 3762.551270 Iteration 19Q: 3 clusters Score -297684.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -297687.593750 Penalty: 3762.551270 Iteration 20F: 3 clusters Score -297687.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -297689.093750 Penalty: 3762.551270 Iteration 21Q: 3 clusters Score -297689.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -297692.000000 Penalty: 3762.551270 Iteration 22Q: 3 clusters Score -297692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -297692.562500 Penalty: 3762.551270 Iteration 23Q: 3 clusters Score -297692.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -297696.375000 Penalty: 3762.551270 Iteration 24Q: 3 clusters Score -297696.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -297697.812500 Penalty: 3762.551270 Iteration 25Q: 3 clusters Score -297697.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -297697.812500 Penalty: 3762.551270 Iteration 26F: 3 clusters Score -297697.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29055 members Mstep: Class 4 contains 42481 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29025 members Mstep: Class 10 contains 9543 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4300 members Mstep: Class 15 contains 53230 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6002 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39776 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742120.000000 Penalty: 73631.453125 Iteration 319Q: 25 clusters Score -3.774212e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29045 members Mstep: Class 4 contains 42459 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29019 members Mstep: Class 10 contains 9550 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4300 members Mstep: Class 15 contains 53256 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6002 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39787 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742036.000000 Penalty: 73631.453125 Iteration 320F: 25 clusters Score -3.774204e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29039 members Mstep: Class 4 contains 42430 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29011 members Mstep: Class 10 contains 9559 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4301 members Mstep: Class 15 contains 53281 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6003 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39795 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37742036.000000 Penalty: 73631.453125 Iteration 321Q: 25 clusters Score -3.774204e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29036 members Mstep: Class 4 contains 42402 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29006 members Mstep: Class 10 contains 9559 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4301 members Mstep: Class 15 contains 53304 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3874 members Mstep: Class 18 contains 6003 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39810 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37741980.000000 Penalty: 73631.453125 Iteration 322Q: 25 clusters Score -3.774198e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29035 members Mstep: Class 4 contains 42384 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 29000 members Mstep: Class 10 contains 9559 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4301 members Mstep: Class 15 contains 53317 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6003 members Mstep: Class 19 contains 3812 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39830 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37741936.000000 Penalty: 73631.453125 Iteration 323Q: 25 clusters Score -3.774194e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29032 members Mstep: Class 4 contains 42358 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 28993 members Mstep: Class 10 contains 9556 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4301 members Mstep: Class 15 contains 53352 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6003 members Mstep: Class 19 contains 3813 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39835 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37741960.000000 Penalty: 73631.453125 Iteration 324Q: 25 clusters Score -3.774196e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29031 members Mstep: Class 4 contains 42346 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28991 members Mstep: Class 10 contains 9551 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4301 members Mstep: Class 15 contains 53388 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6002 members Mstep: Class 19 contains 3812 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39831 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37741892.000000 Penalty: 73631.453125 Iteration 325Q: 25 clusters Score -3.774189e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29028 members Mstep: Class 4 contains 42328 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28987 members Mstep: Class 10 contains 9550 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4300 members Mstep: Class 15 contains 53416 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6001 members Mstep: Class 19 contains 3811 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39837 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37741932.000000 Penalty: 73631.453125 Iteration 326Q: 25 clusters Score -3.774193e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29027 members Mstep: Class 4 contains 42305 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28985 members Mstep: Class 10 contains 9550 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4299 members Mstep: Class 15 contains 53457 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6001 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39834 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741848.000000 Penalty: 73631.453125 Iteration 327Q: 25 clusters Score -3.774185e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29022 members Mstep: Class 4 contains 42283 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28985 members Mstep: Class 10 contains 9552 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4299 members Mstep: Class 15 contains 53484 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6000 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39840 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37741848.000000 Penalty: 73631.453125 Iteration 328Q: 25 clusters Score -3.774185e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29019 members Mstep: Class 4 contains 42250 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28981 members Mstep: Class 10 contains 9556 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4298 members Mstep: Class 15 contains 53522 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6000 members Mstep: Class 19 contains 3811 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39842 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37741836.000000 Penalty: 73631.453125 Iteration 329Q: 25 clusters Score -3.774184e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29014 members Mstep: Class 4 contains 42213 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28977 members Mstep: Class 10 contains 9553 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4298 members Mstep: Class 15 contains 53578 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6000 members Mstep: Class 19 contains 3814 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39838 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741852.000000 Penalty: 73631.453125 Iteration 330Q: 25 clusters Score -3.774185e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29008 members Mstep: Class 4 contains 42174 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28974 members Mstep: Class 10 contains 9553 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4298 members Mstep: Class 15 contains 53632 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6000 members Mstep: Class 19 contains 3815 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39834 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741832.000000 Penalty: 73631.453125 Iteration 331Q: 25 clusters Score -3.774183e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29003 members Mstep: Class 4 contains 42137 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28973 members Mstep: Class 10 contains 9552 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4298 members Mstep: Class 15 contains 53684 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3874 members Mstep: Class 18 contains 6000 members Mstep: Class 19 contains 3814 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39829 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741824.000000 Penalty: 73631.453125 Iteration 332Q: 25 clusters Score -3.774182e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29003 members Mstep: Class 4 contains 42097 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28970 members Mstep: Class 10 contains 9552 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4298 members Mstep: Class 15 contains 53723 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6000 members Mstep: Class 19 contains 3815 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39836 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741776.000000 Penalty: 73631.453125 Iteration 333Q: 25 clusters Score -3.774178e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28999 members Mstep: Class 4 contains 42062 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28966 members Mstep: Class 10 contains 9549 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4297 members Mstep: Class 15 contains 53760 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3874 members Mstep: Class 18 contains 6002 members Mstep: Class 19 contains 3815 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39845 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741740.000000 Penalty: 73631.453125 Iteration 334Q: 25 clusters Score -3.774174e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 29001 members Mstep: Class 4 contains 42022 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28965 members Mstep: Class 10 contains 9548 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4297 members Mstep: Class 15 contains 53789 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3874 members Mstep: Class 18 contains 6003 members Mstep: Class 19 contains 3815 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39858 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741772.000000 Penalty: 73631.453125 Iteration 335Q: 25 clusters Score -3.774177e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28998 members Mstep: Class 4 contains 41987 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28964 members Mstep: Class 10 contains 9547 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4296 members Mstep: Class 15 contains 53839 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3874 members Mstep: Class 18 contains 6002 members Mstep: Class 19 contains 3815 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39854 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741736.000000 Penalty: 73631.453125 Iteration 336Q: 25 clusters Score -3.774174e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28996 members Mstep: Class 4 contains 41952 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28963 members Mstep: Class 10 contains 9548 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4294 members Mstep: Class 15 contains 53860 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3874 members Mstep: Class 18 contains 6003 members Mstep: Class 19 contains 3815 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39875 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741692.000000 Penalty: 73631.453125 Iteration 337Q: 25 clusters Score -3.774169e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28994 members Mstep: Class 4 contains 41926 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28962 members Mstep: Class 10 contains 9545 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4294 members Mstep: Class 15 contains 53891 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3874 members Mstep: Class 18 contains 6002 members Mstep: Class 19 contains 3813 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39887 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741740.000000 Penalty: 73631.453125 Iteration 338Q: 25 clusters Score -3.774174e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28989 members Mstep: Class 4 contains 41901 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28962 members Mstep: Class 10 contains 9547 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4294 members Mstep: Class 15 contains 53931 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6002 members Mstep: Class 19 contains 3813 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39891 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741644.000000 Penalty: 73631.453125 Iteration 339Q: 25 clusters Score -3.774164e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28982 members Mstep: Class 4 contains 41881 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28959 members Mstep: Class 10 contains 9549 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4294 members Mstep: Class 15 contains 53987 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6002 members Mstep: Class 19 contains 3812 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39877 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741668.000000 Penalty: 73631.453125 Iteration 340F: 25 clusters Score -3.774167e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28979 members Mstep: Class 4 contains 41863 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28956 members Mstep: Class 10 contains 9548 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4294 members Mstep: Class 15 contains 54016 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6001 members Mstep: Class 19 contains 3811 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39889 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741648.000000 Penalty: 73631.453125 Iteration 341Q: 25 clusters Score -3.774165e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28974 members Mstep: Class 4 contains 41839 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28955 members Mstep: Class 10 contains 9547 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4294 members Mstep: Class 15 contains 54043 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3874 members Mstep: Class 18 contains 6002 members Mstep: Class 19 contains 3812 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39900 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741600.000000 Penalty: 73631.453125 Iteration 342Q: 25 clusters Score -3.77416e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28973 members Mstep: Class 4 contains 41811 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28951 members Mstep: Class 10 contains 9547 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4294 members Mstep: Class 15 contains 54084 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6002 members Mstep: Class 19 contains 3813 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39905 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741604.000000 Penalty: 73631.453125 Iteration 343Q: 25 clusters Score -3.77416e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28970 members Mstep: Class 4 contains 41786 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28949 members Mstep: Class 10 contains 9549 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4292 members Mstep: Class 15 contains 54119 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6001 members Mstep: Class 19 contains 3813 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39917 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741512.000000 Penalty: 73631.453125 Iteration 344Q: 25 clusters Score -3.774151e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6090 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28967 members Mstep: Class 4 contains 41761 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28942 members Mstep: Class 10 contains 9555 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4291 members Mstep: Class 15 contains 54158 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6000 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39922 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741456.000000 Penalty: 73631.453125 Iteration 345Q: 25 clusters Score -3.774146e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28964 members Mstep: Class 4 contains 41730 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28933 members Mstep: Class 10 contains 9559 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4291 members Mstep: Class 15 contains 54185 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3873 members Mstep: Class 18 contains 6000 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39941 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741416.000000 Penalty: 73631.453125 Iteration 346Q: 25 clusters Score -3.774142e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28955 members Mstep: Class 4 contains 41700 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28935 members Mstep: Class 10 contains 9555 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4289 members Mstep: Class 15 contains 54213 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3872 members Mstep: Class 18 contains 5999 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39967 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741416.000000 Penalty: 73631.453125 Iteration 347Q: 25 clusters Score -3.774142e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28950 members Mstep: Class 4 contains 41667 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28939 members Mstep: Class 10 contains 9558 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4289 members Mstep: Class 15 contains 54243 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3872 members Mstep: Class 18 contains 5996 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 39985 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741420.000000 Penalty: 73631.453125 Iteration 348Q: 25 clusters Score -3.774142e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28947 members Mstep: Class 4 contains 41646 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28935 members Mstep: Class 10 contains 9564 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4287 members Mstep: Class 15 contains 54246 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3872 members Mstep: Class 18 contains 5996 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40023 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37741468.000000 Penalty: 73631.453125 Iteration 349Q: 25 clusters Score -3.774147e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28940 members Mstep: Class 4 contains 41625 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28942 members Mstep: Class 10 contains 9569 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4287 members Mstep: Class 15 contains 54256 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3808 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40051 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37741472.000000 Penalty: 73631.453125 Iteration 350Q: 25 clusters Score -3.774147e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28937 members Mstep: Class 4 contains 41585 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28942 members Mstep: Class 10 contains 9572 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4285 members Mstep: Class 15 contains 54258 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3808 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40107 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37741516.000000 Penalty: 73631.453125 Iteration 351Q: 25 clusters Score -3.774152e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28929 members Mstep: Class 4 contains 41556 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28940 members Mstep: Class 10 contains 9578 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4281 members Mstep: Class 15 contains 54273 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3808 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40143 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37741512.000000 Penalty: 73631.453125 Iteration 352Q: 25 clusters Score -3.774151e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28923 members Mstep: Class 4 contains 41534 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28936 members Mstep: Class 10 contains 9582 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4281 members Mstep: Class 15 contains 54300 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5996 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40167 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37741520.000000 Penalty: 73631.453125 Iteration 353Q: 25 clusters Score -3.774152e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28914 members Mstep: Class 4 contains 41504 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28934 members Mstep: Class 10 contains 9591 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4281 members Mstep: Class 15 contains 54315 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5998 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40199 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741500.000000 Penalty: 73631.453125 Iteration 354Q: 25 clusters Score -3.77415e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28905 members Mstep: Class 4 contains 41483 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 28930 members Mstep: Class 10 contains 9590 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4281 members Mstep: Class 15 contains 54345 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5998 members Mstep: Class 19 contains 3807 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40222 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741616.000000 Penalty: 73631.453125 Iteration 355Q: 25 clusters Score -3.774162e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28896 members Mstep: Class 4 contains 41444 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 28923 members Mstep: Class 10 contains 9594 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4279 members Mstep: Class 15 contains 54370 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5997 members Mstep: Class 19 contains 3806 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40258 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741540.000000 Penalty: 73631.453125 Iteration 356Q: 25 clusters Score -3.774154e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28885 members Mstep: Class 4 contains 41413 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 28921 members Mstep: Class 10 contains 9590 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4277 members Mstep: Class 15 contains 54390 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5997 members Mstep: Class 19 contains 3806 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40302 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741524.000000 Penalty: 73631.453125 Iteration 357Q: 25 clusters Score -3.774152e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28880 members Mstep: Class 4 contains 41381 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28917 members Mstep: Class 10 contains 9590 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4274 members Mstep: Class 15 contains 54410 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5998 members Mstep: Class 19 contains 3808 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40340 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741504.000000 Penalty: 73631.453125 Iteration 358Q: 25 clusters Score -3.77415e+07 nChanged 208 Entering ConstructFrom: Score: -37741504.000000 Penalty: 73631.453125 Entering ConstructFrom: Trying to split cluster 1 (5888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Entering Unmasked Estep Score: -988496.375000 Penalty: 2152.806641 Iteration 0F: 2 clusters Score -988496.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -983443.000000 Penalty: 4305.613281 Iteration 0F: 3 clusters Score -983443 nChanged 2301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -984730.500000 Penalty: 4305.613281 Iteration 1F: 3 clusters Score -984730.5 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -984998.312500 Penalty: 4305.613281 Iteration 2F: 3 clusters Score -984998.3 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -985193.437500 Penalty: 4305.613281 Iteration 3F: 3 clusters Score -985193.4 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -985347.000000 Penalty: 4305.613281 Iteration 4Q: 3 clusters Score -985347 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -985490.625000 Penalty: 4305.613281 Iteration 5Q: 3 clusters Score -985490.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -985620.812500 Penalty: 4305.613281 Iteration 6Q: 3 clusters Score -985620.8 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -985774.375000 Penalty: 4305.613281 Iteration 7Q: 3 clusters Score -985774.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -985945.187500 Penalty: 4305.613281 Iteration 8Q: 3 clusters Score -985945.2 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -986135.875000 Penalty: 4305.613281 Iteration 9Q: 3 clusters Score -986135.9 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -986333.375000 Penalty: 4305.613281 Iteration 10Q: 3 clusters Score -986333.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -986512.562500 Penalty: 4305.613281 Iteration 11Q: 3 clusters Score -986512.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -986671.562500 Penalty: 4305.613281 Iteration 12Q: 3 clusters Score -986671.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -986814.125000 Penalty: 4305.613281 Iteration 13Q: 3 clusters Score -986814.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -986921.375000 Penalty: 4305.613281 Iteration 14Q: 3 clusters Score -986921.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -986999.250000 Penalty: 4305.613281 Iteration 15Q: 3 clusters Score -986999.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -987056.750000 Penalty: 4305.613281 Iteration 16Q: 3 clusters Score -987056.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -987104.562500 Penalty: 4305.613281 Iteration 17Q: 3 clusters Score -987104.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -987151.000000 Penalty: 4305.613281 Iteration 18Q: 3 clusters Score -987151 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -987194.375000 Penalty: 4305.613281 Iteration 19Q: 3 clusters Score -987194.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 5340 members Entering Unmasked Estep Score: -987225.875000 Penalty: 4305.613281 Iteration 20F: 3 clusters Score -987225.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -987248.812500 Penalty: 4305.613281 Iteration 21Q: 3 clusters Score -987248.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -987272.937500 Penalty: 4305.613281 Iteration 22Q: 3 clusters Score -987272.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -987284.437500 Penalty: 4305.613281 Iteration 23Q: 3 clusters Score -987284.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -987288.562500 Penalty: 4305.613281 Iteration 24Q: 3 clusters Score -987288.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -987294.125000 Penalty: 4305.613281 Iteration 25Q: 3 clusters Score -987294.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -987305.500000 Penalty: 4305.613281 Iteration 26Q: 3 clusters Score -987305.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -987313.812500 Penalty: 4305.613281 Iteration 27Q: 3 clusters Score -987313.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -987316.312500 Penalty: 4305.613281 Iteration 28Q: 3 clusters Score -987316.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -987327.125000 Penalty: 4305.613281 Iteration 29Q: 3 clusters Score -987327.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -987332.750000 Penalty: 4305.613281 Iteration 30Q: 3 clusters Score -987332.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -987332.562500 Penalty: 4305.613281 Iteration 31Q: 3 clusters Score -987332.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -987332.687500 Penalty: 4305.613281 Iteration 32Q: 3 clusters Score -987332.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -987332.687500 Penalty: 4305.613281 Iteration 33F: 3 clusters Score -987332.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Entering Unmasked Estep Score: -23419.242188 Penalty: 1388.408691 Iteration 0F: 2 clusters Score -23419.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -22567.806641 Penalty: 2776.817383 Iteration 0F: 3 clusters Score -22567.81 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -23014.171875 Penalty: 2776.817383 Iteration 1F: 3 clusters Score -23014.17 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -23221.195312 Penalty: 2776.817383 Iteration 2F: 3 clusters Score -23221.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -23323.921875 Penalty: 2776.817383 Iteration 3Q: 3 clusters Score -23323.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -23428.720703 Penalty: 2776.817383 Iteration 4Q: 3 clusters Score -23428.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -23507.253906 Penalty: 2776.817383 Iteration 5Q: 3 clusters Score -23507.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -23511.341797 Penalty: 2776.817383 Iteration 6Q: 3 clusters Score -23511.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -23511.341797 Penalty: 2776.817383 Iteration 7F: 3 clusters Score -23511.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 74 members Mstep: Class 3 contains 28875 members Mstep: Class 4 contains 41351 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28911 members Mstep: Class 10 contains 9586 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 54414 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5999 members Mstep: Class 19 contains 3805 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40393 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Mstep: Class 25 contains 196 members Entering Unmasked Estep Score: -37739980.000000 Penalty: 76699.429688 Splitting cluster 2 changes total score from -37741504.000000 to -37739980.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (28875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28875 members Entering Unmasked Estep Score: -4637890.500000 Penalty: 2547.141357 Iteration 0F: 2 clusters Score -4637890 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14599 members Mstep: Class 2 contains 14276 members Entering Unmasked Estep Score: -4618040.000000 Penalty: 5094.282715 Iteration 0F: 3 clusters Score -4618040 nChanged 13047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15554 members Mstep: Class 2 contains 13321 members Entering Unmasked Estep Score: -4625366.000000 Penalty: 5094.282715 Iteration 1F: 3 clusters Score -4625366 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16295 members Mstep: Class 2 contains 12580 members Entering Unmasked Estep Score: -4626153.000000 Penalty: 5094.282715 Iteration 2F: 3 clusters Score -4626153 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17314 members Mstep: Class 2 contains 11561 members Entering Unmasked Estep Score: -4627018.500000 Penalty: 5094.282715 Iteration 3F: 3 clusters Score -4627018 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18592 members Mstep: Class 2 contains 10283 members Entering Unmasked Estep Score: -4628006.500000 Penalty: 5094.282715 Iteration 4F: 3 clusters Score -4628006 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20149 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -4629252.000000 Penalty: 5094.282715 Iteration 5F: 3 clusters Score -4629252 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21876 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -4630687.000000 Penalty: 5094.282715 Iteration 6F: 3 clusters Score -4630687 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23528 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -4632081.000000 Penalty: 5094.282715 Iteration 7F: 3 clusters Score -4632081 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24918 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -4633268.000000 Penalty: 5094.282715 Iteration 8F: 3 clusters Score -4633268 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26088 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -4634246.000000 Penalty: 5094.282715 Iteration 9Q: 3 clusters Score -4634246 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26834 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -4634865.500000 Penalty: 5094.282715 Iteration 10Q: 3 clusters Score -4634866 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27340 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -4635267.500000 Penalty: 5094.282715 Iteration 11Q: 3 clusters Score -4635268 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27652 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -4635486.500000 Penalty: 5094.282715 Iteration 12Q: 3 clusters Score -4635486 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27859 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -4635619.500000 Penalty: 5094.282715 Iteration 13Q: 3 clusters Score -4635620 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28007 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -4635720.000000 Penalty: 5094.282715 Iteration 14Q: 3 clusters Score -4635720 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28111 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -4635783.000000 Penalty: 5094.282715 Iteration 15Q: 3 clusters Score -4635783 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28173 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -4635842.000000 Penalty: 5094.282715 Iteration 16Q: 3 clusters Score -4635842 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28221 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -4635876.000000 Penalty: 5094.282715 Iteration 17Q: 3 clusters Score -4635876 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28248 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -4635907.500000 Penalty: 5094.282715 Iteration 18Q: 3 clusters Score -4635908 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28273 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -4635936.500000 Penalty: 5094.282715 Iteration 19Q: 3 clusters Score -4635936 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28288 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -4635946.000000 Penalty: 5094.282715 Iteration 20F: 3 clusters Score -4635946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28289 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -4635944.500000 Penalty: 5094.282715 Iteration 21Q: 3 clusters Score -4635944 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28296 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -4635952.500000 Penalty: 5094.282715 Iteration 22Q: 3 clusters Score -4635952 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28298 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -4635948.000000 Penalty: 5094.282715 Iteration 23Q: 3 clusters Score -4635948 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28303 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -4635964.000000 Penalty: 5094.282715 Iteration 24Q: 3 clusters Score -4635964 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28306 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -4635963.000000 Penalty: 5094.282715 Iteration 25Q: 3 clusters Score -4635963 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28309 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -4635960.500000 Penalty: 5094.282715 Iteration 26Q: 3 clusters Score -4635960 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28311 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -4635959.000000 Penalty: 5094.282715 Iteration 27Q: 3 clusters Score -4635959 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28315 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -4635964.000000 Penalty: 5094.282715 Iteration 28Q: 3 clusters Score -4635964 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28318 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -4635965.000000 Penalty: 5094.282715 Iteration 29Q: 3 clusters Score -4635965 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28320 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -4635964.500000 Penalty: 5094.282715 Iteration 30Q: 3 clusters Score -4635964 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28323 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -4635967.500000 Penalty: 5094.282715 Iteration 31Q: 3 clusters Score -4635968 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28324 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -4635965.000000 Penalty: 5094.282715 Iteration 32Q: 3 clusters Score -4635965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28324 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -4635965.000000 Penalty: 5094.282715 Iteration 33F: 3 clusters Score -4635965 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (41351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41351 members Entering Unmasked Estep Score: -6690364.500000 Penalty: 2636.203369 Iteration 0F: 2 clusters Score -6690364 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20703 members Mstep: Class 2 contains 20648 members Entering Unmasked Estep Score: -6662620.000000 Penalty: 5272.406738 Iteration 0F: 3 clusters Score -6662620 nChanged 18985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20574 members Mstep: Class 2 contains 20777 members Entering Unmasked Estep Score: -6673496.000000 Penalty: 5272.406738 Iteration 1F: 3 clusters Score -6673496 nChanged 2314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20478 members Mstep: Class 2 contains 20873 members Entering Unmasked Estep Score: -6674680.500000 Penalty: 5272.406738 Iteration 2F: 3 clusters Score -6674680 nChanged 2391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20195 members Mstep: Class 2 contains 21156 members Entering Unmasked Estep Score: -6676086.500000 Penalty: 5272.406738 Iteration 3F: 3 clusters Score -6676086 nChanged 2652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19567 members Mstep: Class 2 contains 21784 members Entering Unmasked Estep Score: -6677761.000000 Penalty: 5272.406738 Iteration 4F: 3 clusters Score -6677761 nChanged 2811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18524 members Mstep: Class 2 contains 22827 members Entering Unmasked Estep Score: -6679490.500000 Penalty: 5272.406738 Iteration 5F: 3 clusters Score -6679490 nChanged 2753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17197 members Mstep: Class 2 contains 24154 members Entering Unmasked Estep Score: -6681246.500000 Penalty: 5272.406738 Iteration 6F: 3 clusters Score -6681246 nChanged 2505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 25609 members Entering Unmasked Estep Score: -6682785.500000 Penalty: 5272.406738 Iteration 7F: 3 clusters Score -6682786 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14421 members Mstep: Class 2 contains 26930 members Entering Unmasked Estep Score: -6683930.000000 Penalty: 5272.406738 Iteration 8Q: 3 clusters Score -6683930 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13196 members Mstep: Class 2 contains 28155 members Entering Unmasked Estep Score: -6684774.500000 Penalty: 5272.406738 Iteration 9Q: 3 clusters Score -6684774 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12157 members Mstep: Class 2 contains 29194 members Entering Unmasked Estep Score: -6685349.500000 Penalty: 5272.406738 Iteration 10Q: 3 clusters Score -6685350 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11153 members Mstep: Class 2 contains 30198 members Entering Unmasked Estep Score: -6685837.500000 Penalty: 5272.406738 Iteration 11Q: 3 clusters Score -6685838 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 31101 members Entering Unmasked Estep Score: -6686208.500000 Penalty: 5272.406738 Iteration 12Q: 3 clusters Score -6686208 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9380 members Mstep: Class 2 contains 31971 members Entering Unmasked Estep Score: -6686550.000000 Penalty: 5272.406738 Iteration 13Q: 3 clusters Score -6686550 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 32752 members Entering Unmasked Estep Score: -6686864.000000 Penalty: 5272.406738 Iteration 14Q: 3 clusters Score -6686864 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 33466 members Entering Unmasked Estep Score: -6687144.000000 Penalty: 5272.406738 Iteration 15Q: 3 clusters Score -6687144 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7188 members Mstep: Class 2 contains 34163 members Entering Unmasked Estep Score: -6687433.500000 Penalty: 5272.406738 Iteration 16Q: 3 clusters Score -6687434 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 34808 members Entering Unmasked Estep Score: -6687711.000000 Penalty: 5272.406738 Iteration 17Q: 3 clusters Score -6687711 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 35390 members Entering Unmasked Estep Score: -6687950.000000 Penalty: 5272.406738 Iteration 18Q: 3 clusters Score -6687950 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 35920 members Entering Unmasked Estep Score: -6688198.000000 Penalty: 5272.406738 Iteration 19Q: 3 clusters Score -6688198 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 36408 members Entering Unmasked Estep Score: -6688428.000000 Penalty: 5272.406738 Iteration 20F: 3 clusters Score -6688428 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 36860 members Entering Unmasked Estep Score: -6688668.500000 Penalty: 5272.406738 Iteration 21Q: 3 clusters Score -6688668 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 37267 members Entering Unmasked Estep Score: -6688939.500000 Penalty: 5272.406738 Iteration 22Q: 3 clusters Score -6688940 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 37633 members Entering Unmasked Estep Score: -6689189.000000 Penalty: 5272.406738 Iteration 23Q: 3 clusters Score -6689189 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 37944 members Entering Unmasked Estep Score: -6689450.500000 Penalty: 5272.406738 Iteration 24Q: 3 clusters Score -6689450 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 38174 members Entering Unmasked Estep Score: -6689684.000000 Penalty: 5272.406738 Iteration 25Q: 3 clusters Score -6689684 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 38330 members Entering Unmasked Estep Score: -6689844.000000 Penalty: 5272.406738 Iteration 26Q: 3 clusters Score -6689844 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 38437 members Entering Unmasked Estep Score: -6689962.000000 Penalty: 5272.406738 Iteration 27Q: 3 clusters Score -6689962 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 38520 members Entering Unmasked Estep Score: -6690016.000000 Penalty: 5272.406738 Iteration 28Q: 3 clusters Score -6690016 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 38570 members Entering Unmasked Estep Score: -6690083.500000 Penalty: 5272.406738 Iteration 29Q: 3 clusters Score -6690084 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 38603 members Entering Unmasked Estep Score: -6690115.000000 Penalty: 5272.406738 Iteration 30Q: 3 clusters Score -6690115 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 38635 members Entering Unmasked Estep Score: -6690123.000000 Penalty: 5272.406738 Iteration 31Q: 3 clusters Score -6690123 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 38665 members Entering Unmasked Estep Score: -6690133.000000 Penalty: 5272.406738 Iteration 32Q: 3 clusters Score -6690133 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 38676 members Entering Unmasked Estep Score: -6690155.500000 Penalty: 5272.406738 Iteration 33Q: 3 clusters Score -6690156 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 38688 members Entering Unmasked Estep Score: -6690148.000000 Penalty: 5272.406738 Iteration 34Q: 3 clusters Score -6690148 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 38701 members Entering Unmasked Estep Score: -6690152.500000 Penalty: 5272.406738 Iteration 35Q: 3 clusters Score -6690152 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 38708 members Entering Unmasked Estep Score: -6690152.000000 Penalty: 5272.406738 Iteration 36Q: 3 clusters Score -6690152 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 38710 members Entering Unmasked Estep Score: -6690156.500000 Penalty: 5272.406738 Iteration 37Q: 3 clusters Score -6690156 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 38715 members Entering Unmasked Estep Score: -6690154.000000 Penalty: 5272.406738 Iteration 38Q: 3 clusters Score -6690154 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 38716 members Entering Unmasked Estep Score: -6690166.000000 Penalty: 5272.406738 Iteration 39Q: 3 clusters Score -6690166 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 38721 members Entering Unmasked Estep Score: -6690153.000000 Penalty: 5272.406738 Iteration 40F: 3 clusters Score -6690153 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 38727 members Entering Unmasked Estep Score: -6690156.000000 Penalty: 5272.406738 Iteration 41Q: 3 clusters Score -6690156 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 38733 members Entering Unmasked Estep Score: -6690153.500000 Penalty: 5272.406738 Iteration 42Q: 3 clusters Score -6690154 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 38736 members Entering Unmasked Estep Score: -6690165.000000 Penalty: 5272.406738 Iteration 43Q: 3 clusters Score -6690165 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 38734 members Entering Unmasked Estep Score: -6690162.000000 Penalty: 5272.406738 Iteration 44Q: 3 clusters Score -6690162 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 38732 members Entering Unmasked Estep Score: -6690164.000000 Penalty: 5272.406738 Iteration 45Q: 3 clusters Score -6690164 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 38732 members Entering Unmasked Estep Score: -6690164.000000 Penalty: 5272.406738 Iteration 46F: 3 clusters Score -6690164 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -69783.484375 Penalty: 1535.705811 Iteration 0F: 2 clusters Score -69783.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -68411.148438 Penalty: 3071.411621 Iteration 0F: 3 clusters Score -68411.15 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -68881.437500 Penalty: 3071.411621 Iteration 1F: 3 clusters Score -68881.44 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -69105.796875 Penalty: 3071.411621 Iteration 2F: 3 clusters Score -69105.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -69198.570312 Penalty: 3071.411621 Iteration 3F: 3 clusters Score -69198.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -69228.046875 Penalty: 3071.411621 Iteration 4Q: 3 clusters Score -69228.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -69258.609375 Penalty: 3071.411621 Iteration 5Q: 3 clusters Score -69258.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -69270.570312 Penalty: 3071.411621 Iteration 6Q: 3 clusters Score -69270.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -69272.742188 Penalty: 3071.411621 Iteration 7Q: 3 clusters Score -69272.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -69272.742188 Penalty: 3071.411621 Iteration 8F: 3 clusters Score -69272.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -51809.898438 Penalty: 1484.016235 Iteration 0F: 2 clusters Score -51809.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -50576.863281 Penalty: 2968.032471 Iteration 0F: 3 clusters Score -50576.86 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -50817.175781 Penalty: 2968.032471 Iteration 1F: 3 clusters Score -50817.18 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -50886.761719 Penalty: 2968.032471 Iteration 2Q: 3 clusters Score -50886.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -50943.617188 Penalty: 2968.032471 Iteration 3Q: 3 clusters Score -50943.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -50983.515625 Penalty: 2968.032471 Iteration 4Q: 3 clusters Score -50983.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -51019.718750 Penalty: 2968.032471 Iteration 5Q: 3 clusters Score -51019.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -51076.292969 Penalty: 2968.032471 Iteration 6Q: 3 clusters Score -51076.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -51170.148438 Penalty: 2968.032471 Iteration 7Q: 3 clusters Score -51170.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -51297.191406 Penalty: 2968.032471 Iteration 8Q: 3 clusters Score -51297.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -51374.828125 Penalty: 2968.032471 Iteration 9Q: 3 clusters Score -51374.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -51460.000000 Penalty: 2968.032471 Iteration 10Q: 3 clusters Score -51460 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -51528.195312 Penalty: 2968.032471 Iteration 11Q: 3 clusters Score -51528.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -51565.406250 Penalty: 2968.032471 Iteration 12Q: 3 clusters Score -51565.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -51618.570312 Penalty: 2968.032471 Iteration 13Q: 3 clusters Score -51618.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -51698.917969 Penalty: 2968.032471 Iteration 14Q: 3 clusters Score -51698.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -51774.609375 Penalty: 2968.032471 Iteration 15Q: 3 clusters Score -51774.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -51821.355469 Penalty: 2968.032471 Iteration 16Q: 3 clusters Score -51821.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -51824.941406 Penalty: 2968.032471 Iteration 17Q: 3 clusters Score -51824.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -51834.773438 Penalty: 2968.032471 Iteration 18Q: 3 clusters Score -51834.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -51834.773438 Penalty: 2968.032471 Iteration 19F: 3 clusters Score -51834.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28875 members Mstep: Class 4 contains 41351 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 147 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28911 members Mstep: Class 10 contains 9586 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 54414 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5999 members Mstep: Class 19 contains 3805 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40393 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Mstep: Class 25 contains 250 members Entering Unmasked Estep Score: -37739968.000000 Penalty: 76699.429688 Splitting cluster 6 changes total score from -37741504.000000 to -37739968.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Entering Unmasked Estep Score: -105465.843750 Penalty: 1645.389160 Iteration 0F: 2 clusters Score -105465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -103721.726562 Penalty: 3290.778320 Iteration 0F: 3 clusters Score -103721.7 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -104080.359375 Penalty: 3290.778320 Iteration 1F: 3 clusters Score -104080.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -104307.664062 Penalty: 3290.778320 Iteration 2F: 3 clusters Score -104307.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -104509.375000 Penalty: 3290.778320 Iteration 3F: 3 clusters Score -104509.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -104693.109375 Penalty: 3290.778320 Iteration 4F: 3 clusters Score -104693.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -105018.601562 Penalty: 3290.778320 Iteration 5F: 3 clusters Score -105018.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -105366.851562 Penalty: 3290.778320 Iteration 6F: 3 clusters Score -105366.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -105788.140625 Penalty: 3290.778320 Iteration 7Q: 3 clusters Score -105788.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -105842.992188 Penalty: 3290.778320 Iteration 8Q: 3 clusters Score -105843 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -105889.921875 Penalty: 3290.778320 Iteration 9Q: 3 clusters Score -105889.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -105934.125000 Penalty: 3290.778320 Iteration 10Q: 3 clusters Score -105934.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -105987.937500 Penalty: 3290.778320 Iteration 11Q: 3 clusters Score -105987.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -106012.304688 Penalty: 3290.778320 Iteration 12Q: 3 clusters Score -106012.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -106051.812500 Penalty: 3290.778320 Iteration 13Q: 3 clusters Score -106051.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -106097.351562 Penalty: 3290.778320 Iteration 14Q: 3 clusters Score -106097.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -106115.445312 Penalty: 3290.778320 Iteration 15Q: 3 clusters Score -106115.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -106145.468750 Penalty: 3290.778320 Iteration 16Q: 3 clusters Score -106145.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -106166.156250 Penalty: 3290.778320 Iteration 17Q: 3 clusters Score -106166.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -106169.781250 Penalty: 3290.778320 Iteration 18Q: 3 clusters Score -106169.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -106175.453125 Penalty: 3290.778320 Iteration 19Q: 3 clusters Score -106175.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -106179.343750 Penalty: 3290.778320 Iteration 20F: 3 clusters Score -106179.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -106197.210938 Penalty: 3290.778320 Iteration 21Q: 3 clusters Score -106197.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -106203.960938 Penalty: 3290.778320 Iteration 22Q: 3 clusters Score -106204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -106211.250000 Penalty: 3290.778320 Iteration 23Q: 3 clusters Score -106211.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -106227.101562 Penalty: 3290.778320 Iteration 24Q: 3 clusters Score -106227.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -106240.921875 Penalty: 3290.778320 Iteration 25Q: 3 clusters Score -106240.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -106259.375000 Penalty: 3290.778320 Iteration 26Q: 3 clusters Score -106259.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -106265.578125 Penalty: 3290.778320 Iteration 27Q: 3 clusters Score -106265.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -106269.007812 Penalty: 3290.778320 Iteration 28Q: 3 clusters Score -106269 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -106269.007812 Penalty: 3290.778320 Iteration 29F: 3 clusters Score -106269 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28875 members Mstep: Class 4 contains 41351 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 436 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28911 members Mstep: Class 10 contains 9586 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 54414 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5999 members Mstep: Class 19 contains 3805 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40393 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Mstep: Class 25 contains 325 members Entering Unmasked Estep Score: -37740880.000000 Penalty: 76699.429688 Splitting cluster 7 changes total score from -37741504.000000 to -37740880.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Entering Unmasked Estep Score: -169516.625000 Penalty: 1725.930908 Iteration 0F: 2 clusters Score -169516.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -167558.750000 Penalty: 3451.861816 Iteration 0F: 3 clusters Score -167558.8 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -167860.953125 Penalty: 3451.861816 Iteration 1F: 3 clusters Score -167861 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -167946.796875 Penalty: 3451.861816 Iteration 2F: 3 clusters Score -167946.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -168009.093750 Penalty: 3451.861816 Iteration 3Q: 3 clusters Score -168009.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -168079.187500 Penalty: 3451.861816 Iteration 4Q: 3 clusters Score -168079.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -168138.171875 Penalty: 3451.861816 Iteration 5Q: 3 clusters Score -168138.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -168180.875000 Penalty: 3451.861816 Iteration 6Q: 3 clusters Score -168180.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -168205.359375 Penalty: 3451.861816 Iteration 7Q: 3 clusters Score -168205.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -168236.687500 Penalty: 3451.861816 Iteration 8Q: 3 clusters Score -168236.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -168268.343750 Penalty: 3451.861816 Iteration 9Q: 3 clusters Score -168268.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -168305.625000 Penalty: 3451.861816 Iteration 10Q: 3 clusters Score -168305.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -168335.515625 Penalty: 3451.861816 Iteration 11Q: 3 clusters Score -168335.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -168356.437500 Penalty: 3451.861816 Iteration 12Q: 3 clusters Score -168356.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -168372.984375 Penalty: 3451.861816 Iteration 13Q: 3 clusters Score -168373 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -168386.656250 Penalty: 3451.861816 Iteration 14Q: 3 clusters Score -168386.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -168412.000000 Penalty: 3451.861816 Iteration 15Q: 3 clusters Score -168412 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -168427.812500 Penalty: 3451.861816 Iteration 16Q: 3 clusters Score -168427.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -168443.109375 Penalty: 3451.861816 Iteration 17Q: 3 clusters Score -168443.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -168452.031250 Penalty: 3451.861816 Iteration 18Q: 3 clusters Score -168452 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -168456.031250 Penalty: 3451.861816 Iteration 19Q: 3 clusters Score -168456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -168461.421875 Penalty: 3451.861816 Iteration 20F: 3 clusters Score -168461.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -168469.906250 Penalty: 3451.861816 Iteration 21Q: 3 clusters Score -168469.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -168475.109375 Penalty: 3451.861816 Iteration 22Q: 3 clusters Score -168475.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -168477.812500 Penalty: 3451.861816 Iteration 23Q: 3 clusters Score -168477.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -168480.390625 Penalty: 3451.861816 Iteration 24Q: 3 clusters Score -168480.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -168482.468750 Penalty: 3451.861816 Iteration 25Q: 3 clusters Score -168482.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -168485.546875 Penalty: 3451.861816 Iteration 26Q: 3 clusters Score -168485.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -168485.546875 Penalty: 3451.861816 Iteration 27F: 3 clusters Score -168485.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (28911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28911 members Entering Unmasked Estep Score: -4705501.000000 Penalty: 2547.450439 Iteration 0F: 2 clusters Score -4705501 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14265 members Mstep: Class 2 contains 14646 members Entering Unmasked Estep Score: -4685656.000000 Penalty: 5094.900879 Iteration 0F: 3 clusters Score -4685656 nChanged 12978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13439 members Mstep: Class 2 contains 15472 members Entering Unmasked Estep Score: -4692872.000000 Penalty: 5094.900879 Iteration 1F: 3 clusters Score -4692872 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12951 members Mstep: Class 2 contains 15960 members Entering Unmasked Estep Score: -4693577.000000 Penalty: 5094.900879 Iteration 2F: 3 clusters Score -4693577 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12242 members Mstep: Class 2 contains 16669 members Entering Unmasked Estep Score: -4694433.000000 Penalty: 5094.900879 Iteration 3F: 3 clusters Score -4694433 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11280 members Mstep: Class 2 contains 17631 members Entering Unmasked Estep Score: -4695441.000000 Penalty: 5094.900879 Iteration 4F: 3 clusters Score -4695441 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 18879 members Entering Unmasked Estep Score: -4696548.500000 Penalty: 5094.900879 Iteration 5F: 3 clusters Score -4696548 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8591 members Mstep: Class 2 contains 20320 members Entering Unmasked Estep Score: -4697854.000000 Penalty: 5094.900879 Iteration 6F: 3 clusters Score -4697854 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 21855 members Entering Unmasked Estep Score: -4699225.500000 Penalty: 5094.900879 Iteration 7F: 3 clusters Score -4699226 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 23311 members Entering Unmasked Estep Score: -4700583.500000 Penalty: 5094.900879 Iteration 8F: 3 clusters Score -4700584 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 24433 members Entering Unmasked Estep Score: -4701604.000000 Penalty: 5094.900879 Iteration 9Q: 3 clusters Score -4701604 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 25265 members Entering Unmasked Estep Score: -4702362.500000 Penalty: 5094.900879 Iteration 10Q: 3 clusters Score -4702362 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 25799 members Entering Unmasked Estep Score: -4702859.000000 Penalty: 5094.900879 Iteration 11Q: 3 clusters Score -4702859 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 26218 members Entering Unmasked Estep Score: -4703242.000000 Penalty: 5094.900879 Iteration 12Q: 3 clusters Score -4703242 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 26533 members Entering Unmasked Estep Score: -4703530.500000 Penalty: 5094.900879 Iteration 13Q: 3 clusters Score -4703530 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 26815 members Entering Unmasked Estep Score: -4703760.500000 Penalty: 5094.900879 Iteration 14Q: 3 clusters Score -4703760 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 27039 members Entering Unmasked Estep Score: -4703985.500000 Penalty: 5094.900879 Iteration 15Q: 3 clusters Score -4703986 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 27211 members Entering Unmasked Estep Score: -4704157.000000 Penalty: 5094.900879 Iteration 16Q: 3 clusters Score -4704157 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 27338 members Entering Unmasked Estep Score: -4704279.500000 Penalty: 5094.900879 Iteration 17Q: 3 clusters Score -4704280 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 27446 members Entering Unmasked Estep Score: -4704416.000000 Penalty: 5094.900879 Iteration 18Q: 3 clusters Score -4704416 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 27530 members Entering Unmasked Estep Score: -4704502.000000 Penalty: 5094.900879 Iteration 19Q: 3 clusters Score -4704502 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 27594 members Entering Unmasked Estep Score: -4704565.500000 Penalty: 5094.900879 Iteration 20F: 3 clusters Score -4704566 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 27643 members Entering Unmasked Estep Score: -4704617.500000 Penalty: 5094.900879 Iteration 21Q: 3 clusters Score -4704618 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 27671 members Entering Unmasked Estep Score: -4704636.500000 Penalty: 5094.900879 Iteration 22Q: 3 clusters Score -4704636 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 27699 members Entering Unmasked Estep Score: -4704653.000000 Penalty: 5094.900879 Iteration 23Q: 3 clusters Score -4704653 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 27717 members Entering Unmasked Estep Score: -4704662.000000 Penalty: 5094.900879 Iteration 24Q: 3 clusters Score -4704662 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 27728 members Entering Unmasked Estep Score: -4704669.500000 Penalty: 5094.900879 Iteration 25Q: 3 clusters Score -4704670 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 27738 members Entering Unmasked Estep Score: -4704674.500000 Penalty: 5094.900879 Iteration 26Q: 3 clusters Score -4704674 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 27742 members Entering Unmasked Estep Score: -4704677.000000 Penalty: 5094.900879 Iteration 27Q: 3 clusters Score -4704677 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 27742 members Entering Unmasked Estep Score: -4704679.000000 Penalty: 5094.900879 Iteration 28Q: 3 clusters Score -4704679 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 27742 members Entering Unmasked Estep Score: -4704679.000000 Penalty: 5094.900879 Iteration 29F: 3 clusters Score -4704679 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (9586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9586 members Entering Unmasked Estep Score: -1521040.875000 Penalty: 2273.678711 Iteration 0F: 2 clusters Score -1521041 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1513642.125000 Penalty: 4547.357422 Iteration 0F: 3 clusters Score -1513642 nChanged 3954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -1515986.875000 Penalty: 4547.357422 Iteration 1F: 3 clusters Score -1515987 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -1516801.625000 Penalty: 4547.357422 Iteration 2F: 3 clusters Score -1516802 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -1517746.125000 Penalty: 4547.357422 Iteration 3F: 3 clusters Score -1517746 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -1518561.625000 Penalty: 4547.357422 Iteration 4F: 3 clusters Score -1518562 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 5941 members Entering Unmasked Estep Score: -1519063.375000 Penalty: 4547.357422 Iteration 5F: 3 clusters Score -1519063 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -1519349.500000 Penalty: 4547.357422 Iteration 6Q: 3 clusters Score -1519350 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -1519495.500000 Penalty: 4547.357422 Iteration 7Q: 3 clusters Score -1519496 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -1519565.500000 Penalty: 4547.357422 Iteration 8Q: 3 clusters Score -1519566 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -1519614.750000 Penalty: 4547.357422 Iteration 9Q: 3 clusters Score -1519615 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -1519643.875000 Penalty: 4547.357422 Iteration 10Q: 3 clusters Score -1519644 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -1519664.250000 Penalty: 4547.357422 Iteration 11Q: 3 clusters Score -1519664 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -1519683.625000 Penalty: 4547.357422 Iteration 12Q: 3 clusters Score -1519684 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -1519696.375000 Penalty: 4547.357422 Iteration 13Q: 3 clusters Score -1519696 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -1519705.250000 Penalty: 4547.357422 Iteration 14Q: 3 clusters Score -1519705 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -1519710.125000 Penalty: 4547.357422 Iteration 15Q: 3 clusters Score -1519710 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -1519719.875000 Penalty: 4547.357422 Iteration 16Q: 3 clusters Score -1519720 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -1519721.000000 Penalty: 4547.357422 Iteration 17Q: 3 clusters Score -1519721 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -1519725.250000 Penalty: 4547.357422 Iteration 18Q: 3 clusters Score -1519725 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -1519728.625000 Penalty: 4547.357422 Iteration 19Q: 3 clusters Score -1519729 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -1519733.750000 Penalty: 4547.357422 Iteration 20F: 3 clusters Score -1519734 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -1519732.750000 Penalty: 4547.357422 Iteration 21Q: 3 clusters Score -1519733 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -1519736.875000 Penalty: 4547.357422 Iteration 22Q: 3 clusters Score -1519737 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -1519744.500000 Penalty: 4547.357422 Iteration 23Q: 3 clusters Score -1519744 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -1519745.500000 Penalty: 4547.357422 Iteration 24Q: 3 clusters Score -1519746 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -1519753.375000 Penalty: 4547.357422 Iteration 25Q: 3 clusters Score -1519753 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -1519757.750000 Penalty: 4547.357422 Iteration 26Q: 3 clusters Score -1519758 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -1519758.750000 Penalty: 4547.357422 Iteration 27Q: 3 clusters Score -1519759 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -1519768.750000 Penalty: 4547.357422 Iteration 28Q: 3 clusters Score -1519769 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -1519771.625000 Penalty: 4547.357422 Iteration 29Q: 3 clusters Score -1519772 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 7098 members Entering Unmasked Estep Score: -1519768.375000 Penalty: 4547.357422 Iteration 30Q: 3 clusters Score -1519768 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 7105 members Entering Unmasked Estep Score: -1519772.500000 Penalty: 4547.357422 Iteration 31Q: 3 clusters Score -1519772 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -1519771.500000 Penalty: 4547.357422 Iteration 32Q: 3 clusters Score -1519772 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -1519770.375000 Penalty: 4547.357422 Iteration 33Q: 3 clusters Score -1519770 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -1519776.875000 Penalty: 4547.357422 Iteration 34Q: 3 clusters Score -1519777 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -1519780.000000 Penalty: 4547.357422 Iteration 35Q: 3 clusters Score -1519780 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -1519781.500000 Penalty: 4547.357422 Iteration 36Q: 3 clusters Score -1519782 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -1519789.000000 Penalty: 4547.357422 Iteration 37Q: 3 clusters Score -1519789 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -1519793.125000 Penalty: 4547.357422 Iteration 38Q: 3 clusters Score -1519793 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -1519795.250000 Penalty: 4547.357422 Iteration 39Q: 3 clusters Score -1519795 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -1519798.125000 Penalty: 4547.357422 Iteration 40F: 3 clusters Score -1519798 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -1519798.250000 Penalty: 4547.357422 Iteration 41Q: 3 clusters Score -1519798 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -1519803.125000 Penalty: 4547.357422 Iteration 42Q: 3 clusters Score -1519803 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -1519802.875000 Penalty: 4547.357422 Iteration 43Q: 3 clusters Score -1519803 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -1519803.625000 Penalty: 4547.357422 Iteration 44Q: 3 clusters Score -1519804 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 7261 members Entering Unmasked Estep Score: -1519805.875000 Penalty: 4547.357422 Iteration 45Q: 3 clusters Score -1519806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -1519805.875000 Penalty: 4547.357422 Iteration 46Q: 3 clusters Score -1519806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -1519805.375000 Penalty: 4547.357422 Iteration 47Q: 3 clusters Score -1519805 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -1519805.375000 Penalty: 4547.357422 Iteration 48F: 3 clusters Score -1519805 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -119211.679688 Penalty: 1650.868164 Iteration 0F: 2 clusters Score -119211.7 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 382 members Entering Unmasked Estep Score: -117448.906250 Penalty: 3301.736328 Iteration 0F: 3 clusters Score -117448.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -117666.007812 Penalty: 3301.736328 Iteration 1F: 3 clusters Score -117666 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -117772.265625 Penalty: 3301.736328 Iteration 2F: 3 clusters Score -117772.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -117815.804688 Penalty: 3301.736328 Iteration 3Q: 3 clusters Score -117815.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -117846.921875 Penalty: 3301.736328 Iteration 4Q: 3 clusters Score -117846.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -117855.765625 Penalty: 3301.736328 Iteration 5Q: 3 clusters Score -117855.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -117860.039062 Penalty: 3301.736328 Iteration 6Q: 3 clusters Score -117860 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -117860.796875 Penalty: 3301.736328 Iteration 7Q: 3 clusters Score -117860.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -117861.148438 Penalty: 3301.736328 Iteration 8Q: 3 clusters Score -117861.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -117863.234375 Penalty: 3301.736328 Iteration 9Q: 3 clusters Score -117863.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -117863.984375 Penalty: 3301.736328 Iteration 10Q: 3 clusters Score -117864 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -117863.984375 Penalty: 3301.736328 Iteration 11F: 3 clusters Score -117864 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -46629.707031 Penalty: 1455.585693 Iteration 0F: 2 clusters Score -46629.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -45365.406250 Penalty: 2911.171387 Iteration 0F: 3 clusters Score -45365.41 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -45591.253906 Penalty: 2911.171387 Iteration 1F: 3 clusters Score -45591.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -45687.277344 Penalty: 2911.171387 Iteration 2F: 3 clusters Score -45687.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -45716.476562 Penalty: 2911.171387 Iteration 3Q: 3 clusters Score -45716.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -45735.875000 Penalty: 2911.171387 Iteration 4Q: 3 clusters Score -45735.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -45744.105469 Penalty: 2911.171387 Iteration 5Q: 3 clusters Score -45744.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -45759.644531 Penalty: 2911.171387 Iteration 6Q: 3 clusters Score -45759.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -45788.742188 Penalty: 2911.171387 Iteration 7Q: 3 clusters Score -45788.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -45811.890625 Penalty: 2911.171387 Iteration 8Q: 3 clusters Score -45811.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -45902.492188 Penalty: 2911.171387 Iteration 9Q: 3 clusters Score -45902.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -45962.968750 Penalty: 2911.171387 Iteration 10Q: 3 clusters Score -45962.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -45985.957031 Penalty: 2911.171387 Iteration 11Q: 3 clusters Score -45985.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -45996.667969 Penalty: 2911.171387 Iteration 12Q: 3 clusters Score -45996.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -46000.632812 Penalty: 2911.171387 Iteration 13Q: 3 clusters Score -46000.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -46006.777344 Penalty: 2911.171387 Iteration 14Q: 3 clusters Score -46006.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -46006.777344 Penalty: 2911.171387 Iteration 15F: 3 clusters Score -46006.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Entering Unmasked Estep Score: -108540.937500 Penalty: 1647.336670 Iteration 0F: 2 clusters Score -108540.9 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 372 members Entering Unmasked Estep Score: -106818.351562 Penalty: 3294.673340 Iteration 0F: 3 clusters Score -106818.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -107053.632812 Penalty: 3294.673340 Iteration 1F: 3 clusters Score -107053.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -107141.968750 Penalty: 3294.673340 Iteration 2F: 3 clusters Score -107142 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -107181.367188 Penalty: 3294.673340 Iteration 3Q: 3 clusters Score -107181.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -107220.421875 Penalty: 3294.673340 Iteration 4Q: 3 clusters Score -107220.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -107235.953125 Penalty: 3294.673340 Iteration 5Q: 3 clusters Score -107236 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -107247.406250 Penalty: 3294.673340 Iteration 6Q: 3 clusters Score -107247.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -107253.117188 Penalty: 3294.673340 Iteration 7Q: 3 clusters Score -107253.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -107257.820312 Penalty: 3294.673340 Iteration 8Q: 3 clusters Score -107257.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -107260.476562 Penalty: 3294.673340 Iteration 9Q: 3 clusters Score -107260.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -107262.992188 Penalty: 3294.673340 Iteration 10Q: 3 clusters Score -107263 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -107266.828125 Penalty: 3294.673340 Iteration 11Q: 3 clusters Score -107266.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -107267.453125 Penalty: 3294.673340 Iteration 12Q: 3 clusters Score -107267.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -107267.453125 Penalty: 3294.673340 Iteration 13F: 3 clusters Score -107267.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Entering Unmasked Estep Score: -699870.937500 Penalty: 2073.413818 Iteration 0F: 2 clusters Score -699870.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -695835.937500 Penalty: 4146.827637 Iteration 0F: 3 clusters Score -695835.9 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -696897.375000 Penalty: 4146.827637 Iteration 1F: 3 clusters Score -696897.4 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -697282.750000 Penalty: 4146.827637 Iteration 2F: 3 clusters Score -697282.8 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -697699.562500 Penalty: 4146.827637 Iteration 3F: 3 clusters Score -697699.6 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -698175.750000 Penalty: 4146.827637 Iteration 4F: 3 clusters Score -698175.8 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -698535.125000 Penalty: 4146.827637 Iteration 5F: 3 clusters Score -698535.1 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -698771.812500 Penalty: 4146.827637 Iteration 6F: 3 clusters Score -698771.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -698898.625000 Penalty: 4146.827637 Iteration 7Q: 3 clusters Score -698898.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -698965.625000 Penalty: 4146.827637 Iteration 8Q: 3 clusters Score -698965.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -698998.687500 Penalty: 4146.827637 Iteration 9Q: 3 clusters Score -698998.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -699020.750000 Penalty: 4146.827637 Iteration 10Q: 3 clusters Score -699020.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -699039.062500 Penalty: 4146.827637 Iteration 11Q: 3 clusters Score -699039.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -699051.937500 Penalty: 4146.827637 Iteration 12Q: 3 clusters Score -699051.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -699062.125000 Penalty: 4146.827637 Iteration 13Q: 3 clusters Score -699062.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -699067.937500 Penalty: 4146.827637 Iteration 14Q: 3 clusters Score -699067.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -699072.375000 Penalty: 4146.827637 Iteration 15Q: 3 clusters Score -699072.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -699076.562500 Penalty: 4146.827637 Iteration 16Q: 3 clusters Score -699076.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -699078.750000 Penalty: 4146.827637 Iteration 17Q: 3 clusters Score -699078.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -699078.562500 Penalty: 4146.827637 Iteration 18Q: 3 clusters Score -699078.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -699078.562500 Penalty: 4146.827637 Iteration 19F: 3 clusters Score -699078.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (54414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54414 members Entering Unmasked Estep Score: -8892560.000000 Penalty: 2704.285400 Iteration 0F: 2 clusters Score -8892560 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27126 members Mstep: Class 2 contains 27288 members Entering Unmasked Estep Score: -8859897.000000 Penalty: 5408.570801 Iteration 0F: 3 clusters Score -8859897 nChanged 25346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26320 members Mstep: Class 2 contains 28094 members Entering Unmasked Estep Score: -8874094.000000 Penalty: 5408.570801 Iteration 1F: 3 clusters Score -8874094 nChanged 2424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25764 members Mstep: Class 2 contains 28650 members Entering Unmasked Estep Score: -8874894.000000 Penalty: 5408.570801 Iteration 2Q: 3 clusters Score -8874894 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24907 members Mstep: Class 2 contains 29507 members Entering Unmasked Estep Score: -8875841.000000 Penalty: 5408.570801 Iteration 3Q: 3 clusters Score -8875841 nChanged 2717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23708 members Mstep: Class 2 contains 30706 members Entering Unmasked Estep Score: -8876935.000000 Penalty: 5408.570801 Iteration 4Q: 3 clusters Score -8876935 nChanged 3102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21980 members Mstep: Class 2 contains 32434 members Entering Unmasked Estep Score: -8878308.000000 Penalty: 5408.570801 Iteration 5F: 3 clusters Score -8878308 nChanged 3523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19667 members Mstep: Class 2 contains 34747 members Entering Unmasked Estep Score: -8880107.000000 Penalty: 5408.570801 Iteration 6F: 3 clusters Score -8880107 nChanged 3611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16994 members Mstep: Class 2 contains 37420 members Entering Unmasked Estep Score: -8882196.000000 Penalty: 5408.570801 Iteration 7F: 3 clusters Score -8882196 nChanged 3427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14293 members Mstep: Class 2 contains 40121 members Entering Unmasked Estep Score: -8884417.000000 Penalty: 5408.570801 Iteration 8F: 3 clusters Score -8884417 nChanged 2928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11897 members Mstep: Class 2 contains 42517 members Entering Unmasked Estep Score: -8886550.000000 Penalty: 5408.570801 Iteration 9F: 3 clusters Score -8886550 nChanged 2273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 44382 members Entering Unmasked Estep Score: -8888267.000000 Penalty: 5408.570801 Iteration 10Q: 3 clusters Score -8888267 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 45817 members Entering Unmasked Estep Score: -8889574.000000 Penalty: 5408.570801 Iteration 11Q: 3 clusters Score -8889574 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 46963 members Entering Unmasked Estep Score: -8890424.000000 Penalty: 5408.570801 Iteration 12Q: 3 clusters Score -8890424 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 47865 members Entering Unmasked Estep Score: -8891000.000000 Penalty: 5408.570801 Iteration 13Q: 3 clusters Score -8891000 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 48613 members Entering Unmasked Estep Score: -8891526.000000 Penalty: 5408.570801 Iteration 14Q: 3 clusters Score -8891526 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 49238 members Entering Unmasked Estep Score: -8891694.000000 Penalty: 5408.570801 Iteration 15Q: 3 clusters Score -8891694 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 49779 members Entering Unmasked Estep Score: -8891773.000000 Penalty: 5408.570801 Iteration 16Q: 3 clusters Score -8891773 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 50240 members Entering Unmasked Estep Score: -8891819.000000 Penalty: 5408.570801 Iteration 17Q: 3 clusters Score -8891819 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 50651 members Entering Unmasked Estep Score: -8891905.000000 Penalty: 5408.570801 Iteration 18Q: 3 clusters Score -8891905 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 50981 members Entering Unmasked Estep Score: -8891928.000000 Penalty: 5408.570801 Iteration 19Q: 3 clusters Score -8891928 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 51278 members Entering Unmasked Estep Score: -8892026.000000 Penalty: 5408.570801 Iteration 20F: 3 clusters Score -8892026 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 51518 members Entering Unmasked Estep Score: -8892015.000000 Penalty: 5408.570801 Iteration 21Q: 3 clusters Score -8892015 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 51727 members Entering Unmasked Estep Score: -8892042.000000 Penalty: 5408.570801 Iteration 22Q: 3 clusters Score -8892042 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 51892 members Entering Unmasked Estep Score: -8892056.000000 Penalty: 5408.570801 Iteration 23Q: 3 clusters Score -8892056 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 52038 members Entering Unmasked Estep Score: -8892071.000000 Penalty: 5408.570801 Iteration 24Q: 3 clusters Score -8892071 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 52174 members Entering Unmasked Estep Score: -8892058.000000 Penalty: 5408.570801 Iteration 25Q: 3 clusters Score -8892058 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 52287 members Entering Unmasked Estep Score: -8892088.000000 Penalty: 5408.570801 Iteration 26Q: 3 clusters Score -8892088 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 52387 members Entering Unmasked Estep Score: -8892064.000000 Penalty: 5408.570801 Iteration 27Q: 3 clusters Score -8892064 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 52459 members Entering Unmasked Estep Score: -8892082.000000 Penalty: 5408.570801 Iteration 28Q: 3 clusters Score -8892082 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 52517 members Entering Unmasked Estep Score: -8892091.000000 Penalty: 5408.570801 Iteration 29Q: 3 clusters Score -8892091 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 52564 members Entering Unmasked Estep Score: -8892124.000000 Penalty: 5408.570801 Iteration 30Q: 3 clusters Score -8892124 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 52613 members Entering Unmasked Estep Score: -8892133.000000 Penalty: 5408.570801 Iteration 31Q: 3 clusters Score -8892133 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 52669 members Entering Unmasked Estep Score: -8892127.000000 Penalty: 5408.570801 Iteration 32Q: 3 clusters Score -8892127 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 52712 members Entering Unmasked Estep Score: -8892141.000000 Penalty: 5408.570801 Iteration 33Q: 3 clusters Score -8892141 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 52751 members Entering Unmasked Estep Score: -8892138.000000 Penalty: 5408.570801 Iteration 34Q: 3 clusters Score -8892138 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 52790 members Entering Unmasked Estep Score: -8892166.000000 Penalty: 5408.570801 Iteration 35Q: 3 clusters Score -8892166 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 52819 members Entering Unmasked Estep Score: -8892157.000000 Penalty: 5408.570801 Iteration 36Q: 3 clusters Score -8892157 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 52840 members Entering Unmasked Estep Score: -8892154.000000 Penalty: 5408.570801 Iteration 37Q: 3 clusters Score -8892154 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 52855 members Entering Unmasked Estep Score: -8892165.000000 Penalty: 5408.570801 Iteration 38Q: 3 clusters Score -8892165 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 52869 members Entering Unmasked Estep Score: -8892157.000000 Penalty: 5408.570801 Iteration 39Q: 3 clusters Score -8892157 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 52883 members Entering Unmasked Estep Score: -8892145.000000 Penalty: 5408.570801 Iteration 40F: 3 clusters Score -8892145 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 52888 members Entering Unmasked Estep Score: -8892158.000000 Penalty: 5408.570801 Iteration 41Q: 3 clusters Score -8892158 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 52890 members Entering Unmasked Estep Score: -8892186.000000 Penalty: 5408.570801 Iteration 42Q: 3 clusters Score -8892186 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 52898 members Entering Unmasked Estep Score: -8892176.000000 Penalty: 5408.570801 Iteration 43Q: 3 clusters Score -8892176 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 52899 members Entering Unmasked Estep Score: -8892187.000000 Penalty: 5408.570801 Iteration 44Q: 3 clusters Score -8892187 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 52902 members Entering Unmasked Estep Score: -8892179.000000 Penalty: 5408.570801 Iteration 45Q: 3 clusters Score -8892179 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 52909 members Entering Unmasked Estep Score: -8892193.000000 Penalty: 5408.570801 Iteration 46Q: 3 clusters Score -8892193 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 52907 members Entering Unmasked Estep Score: -8892221.000000 Penalty: 5408.570801 Iteration 47Q: 3 clusters Score -8892221 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 52907 members Entering Unmasked Estep Score: -8892218.000000 Penalty: 5408.570801 Iteration 48Q: 3 clusters Score -8892218 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 52909 members Entering Unmasked Estep Score: -8892228.000000 Penalty: 5408.570801 Iteration 49Q: 3 clusters Score -8892228 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 52923 members Entering Unmasked Estep Score: -8892238.000000 Penalty: 5408.570801 Iteration 50Q: 3 clusters Score -8892238 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 52935 members Entering Unmasked Estep Score: -8892248.000000 Penalty: 5408.570801 Iteration 51Q: 3 clusters Score -8892248 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 52946 members Entering Unmasked Estep Score: -8892241.000000 Penalty: 5408.570801 Iteration 52Q: 3 clusters Score -8892241 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 52965 members Entering Unmasked Estep Score: -8892233.000000 Penalty: 5408.570801 Iteration 53Q: 3 clusters Score -8892233 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 52968 members Entering Unmasked Estep Score: -8892242.000000 Penalty: 5408.570801 Iteration 54Q: 3 clusters Score -8892242 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 52970 members Entering Unmasked Estep Score: -8892266.000000 Penalty: 5408.570801 Iteration 55Q: 3 clusters Score -8892266 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 52971 members Entering Unmasked Estep Score: -8892282.000000 Penalty: 5408.570801 Iteration 56Q: 3 clusters Score -8892282 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 52974 members Entering Unmasked Estep Score: -8892287.000000 Penalty: 5408.570801 Iteration 57Q: 3 clusters Score -8892287 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 52977 members Entering Unmasked Estep Score: -8892282.000000 Penalty: 5408.570801 Iteration 58Q: 3 clusters Score -8892282 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 52979 members Entering Unmasked Estep Score: -8892289.000000 Penalty: 5408.570801 Iteration 59Q: 3 clusters Score -8892289 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 52978 members Entering Unmasked Estep Score: -8892279.000000 Penalty: 5408.570801 Iteration 60F: 3 clusters Score -8892279 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 52979 members Entering Unmasked Estep Score: -8892286.000000 Penalty: 5408.570801 Iteration 61Q: 3 clusters Score -8892286 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 52981 members Entering Unmasked Estep Score: -8892281.000000 Penalty: 5408.570801 Iteration 62Q: 3 clusters Score -8892281 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 52981 members Entering Unmasked Estep Score: -8892285.000000 Penalty: 5408.570801 Iteration 63Q: 3 clusters Score -8892285 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 52982 members Entering Unmasked Estep Score: -8892303.000000 Penalty: 5408.570801 Iteration 64Q: 3 clusters Score -8892303 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 52982 members Entering Unmasked Estep Score: -8892302.000000 Penalty: 5408.570801 Iteration 65Q: 3 clusters Score -8892302 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 52983 members Entering Unmasked Estep Score: -8892296.000000 Penalty: 5408.570801 Iteration 66Q: 3 clusters Score -8892296 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 52984 members Entering Unmasked Estep Score: -8892286.000000 Penalty: 5408.570801 Iteration 67Q: 3 clusters Score -8892286 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 52983 members Entering Unmasked Estep Score: -8892303.000000 Penalty: 5408.570801 Iteration 68Q: 3 clusters Score -8892303 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 52983 members Entering Unmasked Estep Score: -8892308.000000 Penalty: 5408.570801 Iteration 69Q: 3 clusters Score -8892308 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 52984 members Entering Unmasked Estep Score: -8892294.000000 Penalty: 5408.570801 Iteration 70Q: 3 clusters Score -8892294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 52982 members Entering Unmasked Estep Score: -8892300.000000 Penalty: 5408.570801 Iteration 71Q: 3 clusters Score -8892300 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 52981 members Entering Unmasked Estep Score: -8892298.000000 Penalty: 5408.570801 Iteration 72Q: 3 clusters Score -8892298 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 52979 members Entering Unmasked Estep Score: -8892303.000000 Penalty: 5408.570801 Iteration 73Q: 3 clusters Score -8892303 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 52980 members Entering Unmasked Estep Score: -8892301.000000 Penalty: 5408.570801 Iteration 74Q: 3 clusters Score -8892301 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 52981 members Entering Unmasked Estep Score: -8892306.000000 Penalty: 5408.570801 Iteration 75Q: 3 clusters Score -8892306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 52982 members Entering Unmasked Estep Score: -8892302.000000 Penalty: 5408.570801 Iteration 76Q: 3 clusters Score -8892302 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 52983 members Entering Unmasked Estep Score: -8892300.000000 Penalty: 5408.570801 Iteration 77Q: 3 clusters Score -8892300 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 52980 members Entering Unmasked Estep Score: -8892303.000000 Penalty: 5408.570801 Iteration 78Q: 3 clusters Score -8892303 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 52979 members Entering Unmasked Estep Score: -8892309.000000 Penalty: 5408.570801 Iteration 79Q: 3 clusters Score -8892309 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 52977 members Entering Unmasked Estep Score: -8892309.000000 Penalty: 5408.570801 Iteration 80F: 3 clusters Score -8892309 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 52976 members Entering Unmasked Estep Score: -8892317.000000 Penalty: 5408.570801 Iteration 81Q: 3 clusters Score -8892317 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 52976 members Entering Unmasked Estep Score: -8892318.000000 Penalty: 5408.570801 Iteration 82Q: 3 clusters Score -8892318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 52974 members Entering Unmasked Estep Score: -8892334.000000 Penalty: 5408.570801 Iteration 83Q: 3 clusters Score -8892334 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 52974 members Entering Unmasked Estep Score: -8892334.000000 Penalty: 5408.570801 Iteration 84F: 3 clusters Score -8892334 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -71173.648438 Penalty: 1566.208862 Iteration 0F: 2 clusters Score -71173.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -69717.171875 Penalty: 3132.417725 Iteration 0F: 3 clusters Score -69717.17 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -70092.015625 Penalty: 3132.417725 Iteration 1F: 3 clusters Score -70092.02 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -70350.757812 Penalty: 3132.417725 Iteration 2F: 3 clusters Score -70350.76 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -70701.414062 Penalty: 3132.417725 Iteration 3F: 3 clusters Score -70701.41 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -70972.093750 Penalty: 3132.417725 Iteration 4Q: 3 clusters Score -70972.09 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -71110.226562 Penalty: 3132.417725 Iteration 5Q: 3 clusters Score -71110.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -71225.382812 Penalty: 3132.417725 Iteration 6Q: 3 clusters Score -71225.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -71339.593750 Penalty: 3132.417725 Iteration 7Q: 3 clusters Score -71339.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -71409.507812 Penalty: 3132.417725 Iteration 8Q: 3 clusters Score -71409.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -71433.421875 Penalty: 3132.417725 Iteration 9Q: 3 clusters Score -71433.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -71483.500000 Penalty: 3132.417725 Iteration 10Q: 3 clusters Score -71483.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -71526.640625 Penalty: 3132.417725 Iteration 11Q: 3 clusters Score -71526.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -71555.882812 Penalty: 3132.417725 Iteration 12Q: 3 clusters Score -71555.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -71575.539062 Penalty: 3132.417725 Iteration 13Q: 3 clusters Score -71575.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -71593.812500 Penalty: 3132.417725 Iteration 14Q: 3 clusters Score -71593.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -71634.648438 Penalty: 3132.417725 Iteration 15Q: 3 clusters Score -71634.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -71729.015625 Penalty: 3132.417725 Iteration 16Q: 3 clusters Score -71729.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -71838.765625 Penalty: 3132.417725 Iteration 17Q: 3 clusters Score -71838.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -71838.765625 Penalty: 3132.417725 Iteration 18F: 3 clusters Score -71838.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28875 members Mstep: Class 4 contains 41351 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28911 members Mstep: Class 10 contains 9586 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 54414 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5999 members Mstep: Class 19 contains 3805 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40393 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Mstep: Class 25 contains 315 members Entering Unmasked Estep Score: -37740680.000000 Penalty: 76699.429688 Splitting cluster 16 changes total score from -37741504.000000 to -37740680.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (3870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Entering Unmasked Estep Score: -636844.687500 Penalty: 2048.730469 Iteration 0F: 2 clusters Score -636844.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -633068.250000 Penalty: 4097.460938 Iteration 0F: 3 clusters Score -633068.2 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -633955.437500 Penalty: 4097.460938 Iteration 1F: 3 clusters Score -633955.4 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -634150.062500 Penalty: 4097.460938 Iteration 2F: 3 clusters Score -634150.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -634266.437500 Penalty: 4097.460938 Iteration 3Q: 3 clusters Score -634266.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -634337.125000 Penalty: 4097.460938 Iteration 4Q: 3 clusters Score -634337.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -634398.750000 Penalty: 4097.460938 Iteration 5Q: 3 clusters Score -634398.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -634451.625000 Penalty: 4097.460938 Iteration 6Q: 3 clusters Score -634451.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -634504.437500 Penalty: 4097.460938 Iteration 7Q: 3 clusters Score -634504.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -634545.375000 Penalty: 4097.460938 Iteration 8Q: 3 clusters Score -634545.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -634588.812500 Penalty: 4097.460938 Iteration 9Q: 3 clusters Score -634588.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -634627.562500 Penalty: 4097.460938 Iteration 10Q: 3 clusters Score -634627.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -634667.875000 Penalty: 4097.460938 Iteration 11Q: 3 clusters Score -634667.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -634698.187500 Penalty: 4097.460938 Iteration 12Q: 3 clusters Score -634698.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -634720.812500 Penalty: 4097.460938 Iteration 13Q: 3 clusters Score -634720.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -634752.062500 Penalty: 4097.460938 Iteration 14Q: 3 clusters Score -634752.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -634774.250000 Penalty: 4097.460938 Iteration 15Q: 3 clusters Score -634774.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -634801.875000 Penalty: 4097.460938 Iteration 16Q: 3 clusters Score -634801.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -634831.125000 Penalty: 4097.460938 Iteration 17Q: 3 clusters Score -634831.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -634856.750000 Penalty: 4097.460938 Iteration 18Q: 3 clusters Score -634856.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -634883.000000 Penalty: 4097.460938 Iteration 19Q: 3 clusters Score -634883 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -634908.062500 Penalty: 4097.460938 Iteration 20F: 3 clusters Score -634908.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -634933.125000 Penalty: 4097.460938 Iteration 21Q: 3 clusters Score -634933.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -634958.187500 Penalty: 4097.460938 Iteration 22Q: 3 clusters Score -634958.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -634991.562500 Penalty: 4097.460938 Iteration 23Q: 3 clusters Score -634991.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -635019.312500 Penalty: 4097.460938 Iteration 24Q: 3 clusters Score -635019.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -635048.312500 Penalty: 4097.460938 Iteration 25Q: 3 clusters Score -635048.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -635081.687500 Penalty: 4097.460938 Iteration 26Q: 3 clusters Score -635081.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -635112.562500 Penalty: 4097.460938 Iteration 27Q: 3 clusters Score -635112.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -635139.437500 Penalty: 4097.460938 Iteration 28Q: 3 clusters Score -635139.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -635175.125000 Penalty: 4097.460938 Iteration 29Q: 3 clusters Score -635175.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -635205.437500 Penalty: 4097.460938 Iteration 30Q: 3 clusters Score -635205.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -635233.875000 Penalty: 4097.460938 Iteration 31Q: 3 clusters Score -635233.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -635260.375000 Penalty: 4097.460938 Iteration 32Q: 3 clusters Score -635260.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -635281.625000 Penalty: 4097.460938 Iteration 33Q: 3 clusters Score -635281.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -635293.375000 Penalty: 4097.460938 Iteration 34Q: 3 clusters Score -635293.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -635308.000000 Penalty: 4097.460938 Iteration 35Q: 3 clusters Score -635308 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -635330.437500 Penalty: 4097.460938 Iteration 36Q: 3 clusters Score -635330.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -635349.437500 Penalty: 4097.460938 Iteration 37Q: 3 clusters Score -635349.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -635363.937500 Penalty: 4097.460938 Iteration 38Q: 3 clusters Score -635363.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -635374.000000 Penalty: 4097.460938 Iteration 39Q: 3 clusters Score -635374 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -635388.000000 Penalty: 4097.460938 Iteration 40F: 3 clusters Score -635388 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -635393.500000 Penalty: 4097.460938 Iteration 41Q: 3 clusters Score -635393.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -635398.437500 Penalty: 4097.460938 Iteration 42Q: 3 clusters Score -635398.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -635407.250000 Penalty: 4097.460938 Iteration 43Q: 3 clusters Score -635407.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -635414.062500 Penalty: 4097.460938 Iteration 44Q: 3 clusters Score -635414.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -635419.750000 Penalty: 4097.460938 Iteration 45Q: 3 clusters Score -635419.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -635425.750000 Penalty: 4097.460938 Iteration 46Q: 3 clusters Score -635425.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -635429.875000 Penalty: 4097.460938 Iteration 47Q: 3 clusters Score -635429.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -635437.125000 Penalty: 4097.460938 Iteration 48Q: 3 clusters Score -635437.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -635447.687500 Penalty: 4097.460938 Iteration 49Q: 3 clusters Score -635447.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -635450.687500 Penalty: 4097.460938 Iteration 50Q: 3 clusters Score -635450.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -635454.312500 Penalty: 4097.460938 Iteration 51Q: 3 clusters Score -635454.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -635456.312500 Penalty: 4097.460938 Iteration 52Q: 3 clusters Score -635456.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -635456.500000 Penalty: 4097.460938 Iteration 53Q: 3 clusters Score -635456.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -635457.812500 Penalty: 4097.460938 Iteration 54Q: 3 clusters Score -635457.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -635459.812500 Penalty: 4097.460938 Iteration 55Q: 3 clusters Score -635459.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -635460.375000 Penalty: 4097.460938 Iteration 56Q: 3 clusters Score -635460.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -635461.750000 Penalty: 4097.460938 Iteration 57Q: 3 clusters Score -635461.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -635463.562500 Penalty: 4097.460938 Iteration 58Q: 3 clusters Score -635463.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -635466.812500 Penalty: 4097.460938 Iteration 59Q: 3 clusters Score -635466.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -635466.812500 Penalty: 4097.460938 Iteration 60F: 3 clusters Score -635466.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Entering Unmasked Estep Score: -944991.750000 Penalty: 2157.438477 Iteration 0F: 2 clusters Score -944991.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -939768.875000 Penalty: 4314.876953 Iteration 0F: 3 clusters Score -939768.9 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -941190.625000 Penalty: 4314.876953 Iteration 1F: 3 clusters Score -941190.6 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -941551.875000 Penalty: 4314.876953 Iteration 2F: 3 clusters Score -941551.9 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -941871.125000 Penalty: 4314.876953 Iteration 3F: 3 clusters Score -941871.1 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -942181.875000 Penalty: 4314.876953 Iteration 4F: 3 clusters Score -942181.9 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -942491.500000 Penalty: 4314.876953 Iteration 5F: 3 clusters Score -942491.5 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -942750.000000 Penalty: 4314.876953 Iteration 6Q: 3 clusters Score -942750 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -942937.687500 Penalty: 4314.876953 Iteration 7Q: 3 clusters Score -942937.7 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -943104.937500 Penalty: 4314.876953 Iteration 8Q: 3 clusters Score -943104.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -943268.000000 Penalty: 4314.876953 Iteration 9Q: 3 clusters Score -943268 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -943418.437500 Penalty: 4314.876953 Iteration 10Q: 3 clusters Score -943418.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -943586.500000 Penalty: 4314.876953 Iteration 11Q: 3 clusters Score -943586.5 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -943761.937500 Penalty: 4314.876953 Iteration 12Q: 3 clusters Score -943761.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -943935.250000 Penalty: 4314.876953 Iteration 13Q: 3 clusters Score -943935.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -944048.937500 Penalty: 4314.876953 Iteration 14Q: 3 clusters Score -944048.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -944117.750000 Penalty: 4314.876953 Iteration 15Q: 3 clusters Score -944117.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -944164.687500 Penalty: 4314.876953 Iteration 16Q: 3 clusters Score -944164.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -944203.437500 Penalty: 4314.876953 Iteration 17Q: 3 clusters Score -944203.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -944234.875000 Penalty: 4314.876953 Iteration 18Q: 3 clusters Score -944234.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -944254.500000 Penalty: 4314.876953 Iteration 19Q: 3 clusters Score -944254.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -944263.750000 Penalty: 4314.876953 Iteration 20F: 3 clusters Score -944263.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -944266.812500 Penalty: 4314.876953 Iteration 21Q: 3 clusters Score -944266.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -944273.187500 Penalty: 4314.876953 Iteration 22Q: 3 clusters Score -944273.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -944278.625000 Penalty: 4314.876953 Iteration 23Q: 3 clusters Score -944278.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -944279.187500 Penalty: 4314.876953 Iteration 24Q: 3 clusters Score -944279.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -944279.875000 Penalty: 4314.876953 Iteration 25Q: 3 clusters Score -944279.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -944281.187500 Penalty: 4314.876953 Iteration 26Q: 3 clusters Score -944281.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -944282.000000 Penalty: 4314.876953 Iteration 27Q: 3 clusters Score -944282 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -944284.500000 Penalty: 4314.876953 Iteration 28Q: 3 clusters Score -944284.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -944284.187500 Penalty: 4314.876953 Iteration 29Q: 3 clusters Score -944284.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -944285.250000 Penalty: 4314.876953 Iteration 30Q: 3 clusters Score -944285.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -944282.937500 Penalty: 4314.876953 Iteration 31Q: 3 clusters Score -944282.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -944282.937500 Penalty: 4314.876953 Iteration 32F: 3 clusters Score -944282.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Entering Unmasked Estep Score: -628908.250000 Penalty: 2044.529663 Iteration 0F: 2 clusters Score -628908.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -625139.000000 Penalty: 4089.059326 Iteration 0F: 3 clusters Score -625139 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -625948.375000 Penalty: 4089.059326 Iteration 1F: 3 clusters Score -625948.4 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -626106.125000 Penalty: 4089.059326 Iteration 2F: 3 clusters Score -626106.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -626200.312500 Penalty: 4089.059326 Iteration 3Q: 3 clusters Score -626200.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -626271.875000 Penalty: 4089.059326 Iteration 4Q: 3 clusters Score -626271.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -626333.562500 Penalty: 4089.059326 Iteration 5Q: 3 clusters Score -626333.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -626387.125000 Penalty: 4089.059326 Iteration 6Q: 3 clusters Score -626387.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -626427.250000 Penalty: 4089.059326 Iteration 7Q: 3 clusters Score -626427.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -626461.562500 Penalty: 4089.059326 Iteration 8Q: 3 clusters Score -626461.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -626494.312500 Penalty: 4089.059326 Iteration 9Q: 3 clusters Score -626494.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -626530.062500 Penalty: 4089.059326 Iteration 10Q: 3 clusters Score -626530.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -626576.250000 Penalty: 4089.059326 Iteration 11Q: 3 clusters Score -626576.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -626628.687500 Penalty: 4089.059326 Iteration 12Q: 3 clusters Score -626628.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -626683.125000 Penalty: 4089.059326 Iteration 13Q: 3 clusters Score -626683.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -626735.312500 Penalty: 4089.059326 Iteration 14Q: 3 clusters Score -626735.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -626785.687500 Penalty: 4089.059326 Iteration 15Q: 3 clusters Score -626785.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -626834.500000 Penalty: 4089.059326 Iteration 16Q: 3 clusters Score -626834.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -626883.625000 Penalty: 4089.059326 Iteration 17Q: 3 clusters Score -626883.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -626931.500000 Penalty: 4089.059326 Iteration 18Q: 3 clusters Score -626931.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -626993.875000 Penalty: 4089.059326 Iteration 19Q: 3 clusters Score -626993.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -627040.062500 Penalty: 4089.059326 Iteration 20F: 3 clusters Score -627040.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -627077.687500 Penalty: 4089.059326 Iteration 21Q: 3 clusters Score -627077.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -627113.187500 Penalty: 4089.059326 Iteration 22Q: 3 clusters Score -627113.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -627137.250000 Penalty: 4089.059326 Iteration 23Q: 3 clusters Score -627137.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -627159.562500 Penalty: 4089.059326 Iteration 24Q: 3 clusters Score -627159.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -627178.062500 Penalty: 4089.059326 Iteration 25Q: 3 clusters Score -627178.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -627193.750000 Penalty: 4089.059326 Iteration 26Q: 3 clusters Score -627193.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -627207.812500 Penalty: 4089.059326 Iteration 27Q: 3 clusters Score -627207.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -627220.187500 Penalty: 4089.059326 Iteration 28Q: 3 clusters Score -627220.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -627228.625000 Penalty: 4089.059326 Iteration 29Q: 3 clusters Score -627228.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -627236.437500 Penalty: 4089.059326 Iteration 30Q: 3 clusters Score -627236.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -627245.312500 Penalty: 4089.059326 Iteration 31Q: 3 clusters Score -627245.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -627257.062500 Penalty: 4089.059326 Iteration 32Q: 3 clusters Score -627257.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -627265.750000 Penalty: 4089.059326 Iteration 33Q: 3 clusters Score -627265.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -627270.625000 Penalty: 4089.059326 Iteration 34Q: 3 clusters Score -627270.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -627278.125000 Penalty: 4089.059326 Iteration 35Q: 3 clusters Score -627278.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -627281.687500 Penalty: 4089.059326 Iteration 36Q: 3 clusters Score -627281.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -627290.562500 Penalty: 4089.059326 Iteration 37Q: 3 clusters Score -627290.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -627298.937500 Penalty: 4089.059326 Iteration 38Q: 3 clusters Score -627298.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -627306.937500 Penalty: 4089.059326 Iteration 39Q: 3 clusters Score -627306.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -627314.937500 Penalty: 4089.059326 Iteration 40F: 3 clusters Score -627314.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -627322.812500 Penalty: 4089.059326 Iteration 41Q: 3 clusters Score -627322.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -627330.000000 Penalty: 4089.059326 Iteration 42Q: 3 clusters Score -627330 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -627336.000000 Penalty: 4089.059326 Iteration 43Q: 3 clusters Score -627336 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -627341.937500 Penalty: 4089.059326 Iteration 44Q: 3 clusters Score -627341.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -627348.187500 Penalty: 4089.059326 Iteration 45Q: 3 clusters Score -627348.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -627354.187500 Penalty: 4089.059326 Iteration 46Q: 3 clusters Score -627354.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -627359.187500 Penalty: 4089.059326 Iteration 47Q: 3 clusters Score -627359.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -627360.000000 Penalty: 4089.059326 Iteration 48Q: 3 clusters Score -627360 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -627361.562500 Penalty: 4089.059326 Iteration 49Q: 3 clusters Score -627361.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -627361.687500 Penalty: 4089.059326 Iteration 50Q: 3 clusters Score -627361.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -627361.687500 Penalty: 4089.059326 Iteration 51Q: 3 clusters Score -627361.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -627362.437500 Penalty: 4089.059326 Iteration 52Q: 3 clusters Score -627362.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -627363.062500 Penalty: 4089.059326 Iteration 53Q: 3 clusters Score -627363.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -627363.187500 Penalty: 4089.059326 Iteration 54Q: 3 clusters Score -627363.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -627365.937500 Penalty: 4089.059326 Iteration 55Q: 3 clusters Score -627365.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -627366.250000 Penalty: 4089.059326 Iteration 56Q: 3 clusters Score -627366.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -627366.437500 Penalty: 4089.059326 Iteration 57Q: 3 clusters Score -627366.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -627367.187500 Penalty: 4089.059326 Iteration 58Q: 3 clusters Score -627367.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -627367.250000 Penalty: 4089.059326 Iteration 59Q: 3 clusters Score -627367.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -627366.437500 Penalty: 4089.059326 Iteration 60F: 3 clusters Score -627366.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -49271.558594 Penalty: 1470.538086 Iteration 0F: 2 clusters Score -49271.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -48058.722656 Penalty: 2941.076172 Iteration 0F: 3 clusters Score -48058.72 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -48291.136719 Penalty: 2941.076172 Iteration 1F: 3 clusters Score -48291.14 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -48543.437500 Penalty: 2941.076172 Iteration 2F: 3 clusters Score -48543.44 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -48673.632812 Penalty: 2941.076172 Iteration 3F: 3 clusters Score -48673.63 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -48770.816406 Penalty: 2941.076172 Iteration 4Q: 3 clusters Score -48770.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -48845.480469 Penalty: 2941.076172 Iteration 5Q: 3 clusters Score -48845.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -48882.953125 Penalty: 2941.076172 Iteration 6Q: 3 clusters Score -48882.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -48900.742188 Penalty: 2941.076172 Iteration 7Q: 3 clusters Score -48900.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -48923.289062 Penalty: 2941.076172 Iteration 8Q: 3 clusters Score -48923.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -48923.289062 Penalty: 2941.076172 Iteration 9F: 3 clusters Score -48923.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Entering Unmasked Estep Score: -37226.078125 Penalty: 1421.868652 Iteration 0F: 2 clusters Score -37226.08 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 166 members Entering Unmasked Estep Score: -35982.726562 Penalty: 2843.737305 Iteration 0F: 3 clusters Score -35982.73 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -36201.511719 Penalty: 2843.737305 Iteration 1F: 3 clusters Score -36201.51 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -36304.835938 Penalty: 2843.737305 Iteration 2F: 3 clusters Score -36304.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -36352.667969 Penalty: 2843.737305 Iteration 3Q: 3 clusters Score -36352.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -36401.863281 Penalty: 2843.737305 Iteration 4Q: 3 clusters Score -36401.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -36435.550781 Penalty: 2843.737305 Iteration 5Q: 3 clusters Score -36435.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -36441.601562 Penalty: 2843.737305 Iteration 6Q: 3 clusters Score -36441.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -36441.601562 Penalty: 2843.737305 Iteration 7F: 3 clusters Score -36441.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (40393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40393 members Entering Unmasked Estep Score: -6764274.000000 Penalty: 2630.390137 Iteration 0F: 2 clusters Score -6764274 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20268 members Mstep: Class 2 contains 20125 members Entering Unmasked Estep Score: -6740079.000000 Penalty: 5260.780273 Iteration 0F: 3 clusters Score -6740079 nChanged 18484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20744 members Mstep: Class 2 contains 19649 members Entering Unmasked Estep Score: -6750351.000000 Penalty: 5260.780273 Iteration 1F: 3 clusters Score -6750351 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21117 members Mstep: Class 2 contains 19276 members Entering Unmasked Estep Score: -6750868.000000 Penalty: 5260.780273 Iteration 2Q: 3 clusters Score -6750868 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21645 members Mstep: Class 2 contains 18748 members Entering Unmasked Estep Score: -6751348.500000 Penalty: 5260.780273 Iteration 3Q: 3 clusters Score -6751348 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22400 members Mstep: Class 2 contains 17993 members Entering Unmasked Estep Score: -6751894.000000 Penalty: 5260.780273 Iteration 4Q: 3 clusters Score -6751894 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23439 members Mstep: Class 2 contains 16954 members Entering Unmasked Estep Score: -6752548.500000 Penalty: 5260.780273 Iteration 5Q: 3 clusters Score -6752548 nChanged 1773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24742 members Mstep: Class 2 contains 15651 members Entering Unmasked Estep Score: -6753399.500000 Penalty: 5260.780273 Iteration 6Q: 3 clusters Score -6753400 nChanged 2057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26433 members Mstep: Class 2 contains 13960 members Entering Unmasked Estep Score: -6754493.000000 Penalty: 5260.780273 Iteration 7F: 3 clusters Score -6754493 nChanged 2205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28298 members Mstep: Class 2 contains 12095 members Entering Unmasked Estep Score: -6755781.000000 Penalty: 5260.780273 Iteration 8F: 3 clusters Score -6755781 nChanged 2135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30019 members Mstep: Class 2 contains 10374 members Entering Unmasked Estep Score: -6757038.500000 Penalty: 5260.780273 Iteration 9F: 3 clusters Score -6757038 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31333 members Mstep: Class 2 contains 9060 members Entering Unmasked Estep Score: -6758171.500000 Penalty: 5260.780273 Iteration 10Q: 3 clusters Score -6758172 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32216 members Mstep: Class 2 contains 8177 members Entering Unmasked Estep Score: -6758954.000000 Penalty: 5260.780273 Iteration 11Q: 3 clusters Score -6758954 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32763 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -6759460.500000 Penalty: 5260.780273 Iteration 12Q: 3 clusters Score -6759460 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33075 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -6759714.500000 Penalty: 5260.780273 Iteration 13Q: 3 clusters Score -6759714 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33273 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -6759853.500000 Penalty: 5260.780273 Iteration 14Q: 3 clusters Score -6759854 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33412 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -6759953.500000 Penalty: 5260.780273 Iteration 15Q: 3 clusters Score -6759954 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33517 members Mstep: Class 2 contains 6876 members Entering Unmasked Estep Score: -6759959.500000 Penalty: 5260.780273 Iteration 16Q: 3 clusters Score -6759960 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33596 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -6759985.500000 Penalty: 5260.780273 Iteration 17Q: 3 clusters Score -6759986 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33672 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -6760003.500000 Penalty: 5260.780273 Iteration 18Q: 3 clusters Score -6760004 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33748 members Mstep: Class 2 contains 6645 members Entering Unmasked Estep Score: -6760051.500000 Penalty: 5260.780273 Iteration 19Q: 3 clusters Score -6760052 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33828 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -6760107.500000 Penalty: 5260.780273 Iteration 20F: 3 clusters Score -6760108 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33899 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -6760135.000000 Penalty: 5260.780273 Iteration 21Q: 3 clusters Score -6760135 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33978 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -6760158.500000 Penalty: 5260.780273 Iteration 22Q: 3 clusters Score -6760158 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34046 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -6760162.000000 Penalty: 5260.780273 Iteration 23Q: 3 clusters Score -6760162 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34091 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -6760157.500000 Penalty: 5260.780273 Iteration 24Q: 3 clusters Score -6760158 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34128 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -6760192.500000 Penalty: 5260.780273 Iteration 25Q: 3 clusters Score -6760192 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34190 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -6760228.000000 Penalty: 5260.780273 Iteration 26Q: 3 clusters Score -6760228 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34248 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -6760242.000000 Penalty: 5260.780273 Iteration 27Q: 3 clusters Score -6760242 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34306 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -6760258.000000 Penalty: 5260.780273 Iteration 28Q: 3 clusters Score -6760258 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34367 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -6760291.500000 Penalty: 5260.780273 Iteration 29Q: 3 clusters Score -6760292 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34412 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -6760305.000000 Penalty: 5260.780273 Iteration 30Q: 3 clusters Score -6760305 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34439 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -6760338.500000 Penalty: 5260.780273 Iteration 31Q: 3 clusters Score -6760338 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34476 members Mstep: Class 2 contains 5917 members Entering Unmasked Estep Score: -6760356.500000 Penalty: 5260.780273 Iteration 32Q: 3 clusters Score -6760356 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34528 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -6760374.000000 Penalty: 5260.780273 Iteration 33Q: 3 clusters Score -6760374 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34565 members Mstep: Class 2 contains 5828 members Entering Unmasked Estep Score: -6760384.500000 Penalty: 5260.780273 Iteration 34Q: 3 clusters Score -6760384 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34603 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -6760436.000000 Penalty: 5260.780273 Iteration 35Q: 3 clusters Score -6760436 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34650 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -6760450.500000 Penalty: 5260.780273 Iteration 36Q: 3 clusters Score -6760450 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34681 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -6760444.500000 Penalty: 5260.780273 Iteration 37Q: 3 clusters Score -6760444 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34711 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -6760458.000000 Penalty: 5260.780273 Iteration 38Q: 3 clusters Score -6760458 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34748 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -6760474.500000 Penalty: 5260.780273 Iteration 39Q: 3 clusters Score -6760474 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34771 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -6760482.000000 Penalty: 5260.780273 Iteration 40F: 3 clusters Score -6760482 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34784 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -6760477.500000 Penalty: 5260.780273 Iteration 41Q: 3 clusters Score -6760478 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34802 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -6760494.500000 Penalty: 5260.780273 Iteration 42Q: 3 clusters Score -6760494 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34821 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -6760520.500000 Penalty: 5260.780273 Iteration 43Q: 3 clusters Score -6760520 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34835 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -6760521.000000 Penalty: 5260.780273 Iteration 44Q: 3 clusters Score -6760521 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34847 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -6760515.500000 Penalty: 5260.780273 Iteration 45Q: 3 clusters Score -6760516 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34859 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -6760530.500000 Penalty: 5260.780273 Iteration 46Q: 3 clusters Score -6760530 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34865 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -6760552.500000 Penalty: 5260.780273 Iteration 47Q: 3 clusters Score -6760552 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34869 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -6760547.500000 Penalty: 5260.780273 Iteration 48Q: 3 clusters Score -6760548 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34875 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -6760545.500000 Penalty: 5260.780273 Iteration 49Q: 3 clusters Score -6760546 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34879 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -6760549.000000 Penalty: 5260.780273 Iteration 50Q: 3 clusters Score -6760549 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34887 members Mstep: Class 2 contains 5506 members Entering Unmasked Estep Score: -6760551.000000 Penalty: 5260.780273 Iteration 51Q: 3 clusters Score -6760551 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34903 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -6760557.000000 Penalty: 5260.780273 Iteration 52Q: 3 clusters Score -6760557 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34920 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -6760559.500000 Penalty: 5260.780273 Iteration 53Q: 3 clusters Score -6760560 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34932 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -6760579.000000 Penalty: 5260.780273 Iteration 54Q: 3 clusters Score -6760579 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34942 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -6760588.000000 Penalty: 5260.780273 Iteration 55Q: 3 clusters Score -6760588 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34954 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -6760596.500000 Penalty: 5260.780273 Iteration 56Q: 3 clusters Score -6760596 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34974 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -6760583.500000 Penalty: 5260.780273 Iteration 57Q: 3 clusters Score -6760584 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34982 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -6760588.500000 Penalty: 5260.780273 Iteration 58Q: 3 clusters Score -6760588 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34995 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -6760576.500000 Penalty: 5260.780273 Iteration 59Q: 3 clusters Score -6760576 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35010 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -6760566.500000 Penalty: 5260.780273 Iteration 60F: 3 clusters Score -6760566 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35013 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -6760559.000000 Penalty: 5260.780273 Iteration 61Q: 3 clusters Score -6760559 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35021 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -6760563.500000 Penalty: 5260.780273 Iteration 62Q: 3 clusters Score -6760564 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35031 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -6760560.500000 Penalty: 5260.780273 Iteration 63Q: 3 clusters Score -6760560 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35042 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -6760551.000000 Penalty: 5260.780273 Iteration 64Q: 3 clusters Score -6760551 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35054 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -6760559.000000 Penalty: 5260.780273 Iteration 65Q: 3 clusters Score -6760559 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35057 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -6760563.500000 Penalty: 5260.780273 Iteration 66Q: 3 clusters Score -6760564 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35060 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -6760560.500000 Penalty: 5260.780273 Iteration 67Q: 3 clusters Score -6760560 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35064 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -6760555.000000 Penalty: 5260.780273 Iteration 68Q: 3 clusters Score -6760555 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35067 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -6760563.500000 Penalty: 5260.780273 Iteration 69Q: 3 clusters Score -6760564 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35072 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -6760557.500000 Penalty: 5260.780273 Iteration 70Q: 3 clusters Score -6760558 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35079 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -6760554.000000 Penalty: 5260.780273 Iteration 71Q: 3 clusters Score -6760554 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35087 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -6760559.000000 Penalty: 5260.780273 Iteration 72Q: 3 clusters Score -6760559 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35088 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -6760552.000000 Penalty: 5260.780273 Iteration 73Q: 3 clusters Score -6760552 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35087 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -6760552.000000 Penalty: 5260.780273 Iteration 74Q: 3 clusters Score -6760552 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35088 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -6760551.000000 Penalty: 5260.780273 Iteration 75Q: 3 clusters Score -6760551 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35088 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -6760551.000000 Penalty: 5260.780273 Iteration 76F: 3 clusters Score -6760551 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -25007.843750 Penalty: 1331.918213 Iteration 0F: 2 clusters Score -25007.84 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 120 members Entering Unmasked Estep Score: -24009.925781 Penalty: 2663.836426 Iteration 0F: 3 clusters Score -24009.93 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -24153.169922 Penalty: 2663.836426 Iteration 1F: 3 clusters Score -24153.17 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -24241.750000 Penalty: 2663.836426 Iteration 2F: 3 clusters Score -24241.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -24274.890625 Penalty: 2663.836426 Iteration 3Q: 3 clusters Score -24274.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -24344.427734 Penalty: 2663.836426 Iteration 4Q: 3 clusters Score -24344.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -24358.482422 Penalty: 2663.836426 Iteration 5Q: 3 clusters Score -24358.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -24388.052734 Penalty: 2663.836426 Iteration 6Q: 3 clusters Score -24388.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -24438.330078 Penalty: 2663.836426 Iteration 7Q: 3 clusters Score -24438.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -24463.658203 Penalty: 2663.836426 Iteration 8Q: 3 clusters Score -24463.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -24477.445312 Penalty: 2663.836426 Iteration 9Q: 3 clusters Score -24477.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -24507.687500 Penalty: 2663.836426 Iteration 10Q: 3 clusters Score -24507.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -24527.011719 Penalty: 2663.836426 Iteration 11Q: 3 clusters Score -24527.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -24545.097656 Penalty: 2663.836426 Iteration 12Q: 3 clusters Score -24545.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -24562.250000 Penalty: 2663.836426 Iteration 13Q: 3 clusters Score -24562.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -24666.476562 Penalty: 2663.836426 Iteration 14Q: 3 clusters Score -24666.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -24666.476562 Penalty: 2663.836426 Iteration 15F: 3 clusters Score -24666.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Entering Unmasked Estep Score: -297746.937500 Penalty: 1881.149658 Iteration 0F: 2 clusters Score -297746.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -295155.593750 Penalty: 3762.299316 Iteration 0F: 3 clusters Score -295155.6 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -295671.718750 Penalty: 3762.299316 Iteration 1F: 3 clusters Score -295671.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -295947.500000 Penalty: 3762.299316 Iteration 2F: 3 clusters Score -295947.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -296212.812500 Penalty: 3762.299316 Iteration 3F: 3 clusters Score -296212.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -296425.812500 Penalty: 3762.299316 Iteration 4F: 3 clusters Score -296425.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -296590.500000 Penalty: 3762.299316 Iteration 5F: 3 clusters Score -296590.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -296709.531250 Penalty: 3762.299316 Iteration 6Q: 3 clusters Score -296709.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -296807.781250 Penalty: 3762.299316 Iteration 7Q: 3 clusters Score -296807.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -296871.468750 Penalty: 3762.299316 Iteration 8Q: 3 clusters Score -296871.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -296924.812500 Penalty: 3762.299316 Iteration 9Q: 3 clusters Score -296924.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -296981.812500 Penalty: 3762.299316 Iteration 10Q: 3 clusters Score -296981.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -297037.406250 Penalty: 3762.299316 Iteration 11Q: 3 clusters Score -297037.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -297067.937500 Penalty: 3762.299316 Iteration 12Q: 3 clusters Score -297067.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -297089.468750 Penalty: 3762.299316 Iteration 13Q: 3 clusters Score -297089.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -297100.656250 Penalty: 3762.299316 Iteration 14Q: 3 clusters Score -297100.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -297111.781250 Penalty: 3762.299316 Iteration 15Q: 3 clusters Score -297111.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -297117.843750 Penalty: 3762.299316 Iteration 16Q: 3 clusters Score -297117.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -297119.312500 Penalty: 3762.299316 Iteration 17Q: 3 clusters Score -297119.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -297120.031250 Penalty: 3762.299316 Iteration 18Q: 3 clusters Score -297120 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -297120.031250 Penalty: 3762.299316 Iteration 19F: 3 clusters Score -297120 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28875 members Mstep: Class 4 contains 41351 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28911 members Mstep: Class 10 contains 9586 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 54414 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 5999 members Mstep: Class 19 contains 3805 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40393 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741528.000000 Penalty: 73631.453125 Iteration 359Q: 25 clusters Score -3.774153e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28871 members Mstep: Class 4 contains 41301 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28910 members Mstep: Class 10 contains 9583 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 54421 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 6000 members Mstep: Class 19 contains 3804 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40451 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741516.000000 Penalty: 73631.453125 Iteration 360F: 25 clusters Score -3.774152e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28872 members Mstep: Class 4 contains 41279 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28902 members Mstep: Class 10 contains 9577 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 54411 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 6000 members Mstep: Class 19 contains 3805 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40501 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741588.000000 Penalty: 73631.453125 Iteration 361Q: 25 clusters Score -3.774159e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28867 members Mstep: Class 4 contains 41258 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28899 members Mstep: Class 10 contains 9572 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4276 members Mstep: Class 15 contains 54399 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 6000 members Mstep: Class 19 contains 3806 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40556 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741640.000000 Penalty: 73631.453125 Iteration 362Q: 25 clusters Score -3.774164e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28863 members Mstep: Class 4 contains 41245 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28897 members Mstep: Class 10 contains 9561 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4276 members Mstep: Class 15 contains 54391 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3870 members Mstep: Class 18 contains 6000 members Mstep: Class 19 contains 3806 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40607 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741668.000000 Penalty: 73631.453125 Iteration 363Q: 25 clusters Score -3.774167e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28862 members Mstep: Class 4 contains 41227 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28898 members Mstep: Class 10 contains 9557 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 54366 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3869 members Mstep: Class 18 contains 6000 members Mstep: Class 19 contains 3805 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40667 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741684.000000 Penalty: 73631.453125 Iteration 364Q: 25 clusters Score -3.774168e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28859 members Mstep: Class 4 contains 41209 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1055 members Mstep: Class 9 contains 28897 members Mstep: Class 10 contains 9550 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 54370 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3869 members Mstep: Class 18 contains 5999 members Mstep: Class 19 contains 3803 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40709 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741696.000000 Penalty: 73631.453125 Iteration 365Q: 25 clusters Score -3.77417e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28859 members Mstep: Class 4 contains 41194 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1055 members Mstep: Class 9 contains 28893 members Mstep: Class 10 contains 9546 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 54380 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3869 members Mstep: Class 18 contains 5998 members Mstep: Class 19 contains 3804 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40737 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741648.000000 Penalty: 73631.453125 Iteration 366Q: 25 clusters Score -3.774165e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28855 members Mstep: Class 4 contains 41185 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1055 members Mstep: Class 9 contains 28885 members Mstep: Class 10 contains 9542 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4272 members Mstep: Class 15 contains 54392 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3868 members Mstep: Class 18 contains 5998 members Mstep: Class 19 contains 3806 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40760 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741732.000000 Penalty: 73631.453125 Iteration 367Q: 25 clusters Score -3.774173e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28850 members Mstep: Class 4 contains 41166 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1055 members Mstep: Class 9 contains 28883 members Mstep: Class 10 contains 9542 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4271 members Mstep: Class 15 contains 54402 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3868 members Mstep: Class 18 contains 5998 members Mstep: Class 19 contains 3807 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40790 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741712.000000 Penalty: 73631.453125 Iteration 368Q: 25 clusters Score -3.774171e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28845 members Mstep: Class 4 contains 41134 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1055 members Mstep: Class 9 contains 28879 members Mstep: Class 10 contains 9541 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4271 members Mstep: Class 15 contains 54437 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3868 members Mstep: Class 18 contains 5998 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40810 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741724.000000 Penalty: 73631.453125 Iteration 369Q: 25 clusters Score -3.774172e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28844 members Mstep: Class 4 contains 41099 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1055 members Mstep: Class 9 contains 28880 members Mstep: Class 10 contains 9537 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4270 members Mstep: Class 15 contains 54463 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3868 members Mstep: Class 18 contains 5998 members Mstep: Class 19 contains 3807 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40840 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741680.000000 Penalty: 73631.453125 Iteration 370Q: 25 clusters Score -3.774168e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28837 members Mstep: Class 4 contains 41072 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1056 members Mstep: Class 9 contains 28878 members Mstep: Class 10 contains 9534 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4270 members Mstep: Class 15 contains 54483 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3868 members Mstep: Class 18 contains 5998 members Mstep: Class 19 contains 3807 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40872 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741700.000000 Penalty: 73631.453125 Iteration 371Q: 25 clusters Score -3.77417e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28835 members Mstep: Class 4 contains 41051 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1055 members Mstep: Class 9 contains 28875 members Mstep: Class 10 contains 9530 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54510 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3867 members Mstep: Class 18 contains 5996 members Mstep: Class 19 contains 3804 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40893 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741684.000000 Penalty: 73631.453125 Iteration 372Q: 25 clusters Score -3.774168e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28834 members Mstep: Class 4 contains 41043 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1055 members Mstep: Class 9 contains 28872 members Mstep: Class 10 contains 9521 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54534 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3866 members Mstep: Class 18 contains 5996 members Mstep: Class 19 contains 3800 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40906 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741628.000000 Penalty: 73631.453125 Iteration 373Q: 25 clusters Score -3.774163e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28832 members Mstep: Class 4 contains 41031 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1055 members Mstep: Class 9 contains 28867 members Mstep: Class 10 contains 9513 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54557 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3801 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40913 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741572.000000 Penalty: 73631.453125 Iteration 374Q: 25 clusters Score -3.774157e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28828 members Mstep: Class 4 contains 41021 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1055 members Mstep: Class 9 contains 28865 members Mstep: Class 10 contains 9510 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54573 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3803 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40927 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741640.000000 Penalty: 73631.453125 Iteration 375Q: 25 clusters Score -3.774164e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28824 members Mstep: Class 4 contains 41014 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1055 members Mstep: Class 9 contains 28864 members Mstep: Class 10 contains 9498 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54598 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3804 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40934 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741692.000000 Penalty: 73631.453125 Iteration 376Q: 25 clusters Score -3.774169e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28821 members Mstep: Class 4 contains 41002 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 28865 members Mstep: Class 10 contains 9495 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54610 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3805 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40951 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741616.000000 Penalty: 73631.453125 Iteration 377Q: 25 clusters Score -3.774162e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28820 members Mstep: Class 4 contains 40992 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28861 members Mstep: Class 10 contains 9492 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54619 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3804 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 40971 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741624.000000 Penalty: 73631.453125 Iteration 378Q: 25 clusters Score -3.774162e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28817 members Mstep: Class 4 contains 40972 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 28860 members Mstep: Class 10 contains 9494 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54618 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3804 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41000 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741656.000000 Penalty: 73631.453125 Iteration 379Q: 25 clusters Score -3.774166e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28815 members Mstep: Class 4 contains 40962 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 28855 members Mstep: Class 10 contains 9492 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54621 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3805 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41025 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741672.000000 Penalty: 73631.453125 Iteration 380F: 25 clusters Score -3.774167e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28811 members Mstep: Class 4 contains 40941 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 28854 members Mstep: Class 10 contains 9492 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54614 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3806 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41062 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741740.000000 Penalty: 73631.453125 Iteration 381Q: 25 clusters Score -3.774174e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28806 members Mstep: Class 4 contains 40933 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 28849 members Mstep: Class 10 contains 9490 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54597 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3806 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41108 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741756.000000 Penalty: 73631.453125 Iteration 382Q: 25 clusters Score -3.774176e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28803 members Mstep: Class 4 contains 40916 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28842 members Mstep: Class 10 contains 9487 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54599 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3807 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41141 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741796.000000 Penalty: 73631.453125 Iteration 383Q: 25 clusters Score -3.77418e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28800 members Mstep: Class 4 contains 40903 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28838 members Mstep: Class 10 contains 9483 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54602 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3808 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41167 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741788.000000 Penalty: 73631.453125 Iteration 384Q: 25 clusters Score -3.774179e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28799 members Mstep: Class 4 contains 40894 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28835 members Mstep: Class 10 contains 9477 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54602 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 5994 members Mstep: Class 19 contains 3808 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41197 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741752.000000 Penalty: 73631.453125 Iteration 385Q: 25 clusters Score -3.774175e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28799 members Mstep: Class 4 contains 40876 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28829 members Mstep: Class 10 contains 9477 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54613 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 5994 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41216 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741708.000000 Penalty: 73631.453125 Iteration 386Q: 25 clusters Score -3.774171e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28797 members Mstep: Class 4 contains 40857 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28823 members Mstep: Class 10 contains 9474 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54611 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 5994 members Mstep: Class 19 contains 3812 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41251 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741712.000000 Penalty: 73631.453125 Iteration 387Q: 25 clusters Score -3.774171e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28788 members Mstep: Class 4 contains 40846 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28823 members Mstep: Class 10 contains 9468 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54611 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3815 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41278 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741768.000000 Penalty: 73631.453125 Iteration 388Q: 25 clusters Score -3.774177e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28788 members Mstep: Class 4 contains 40835 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28818 members Mstep: Class 10 contains 9459 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54630 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5995 members Mstep: Class 19 contains 3815 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41290 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741760.000000 Penalty: 73631.453125 Iteration 389Q: 25 clusters Score -3.774176e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28784 members Mstep: Class 4 contains 40827 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28811 members Mstep: Class 10 contains 9459 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54630 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3865 members Mstep: Class 18 contains 5994 members Mstep: Class 19 contains 3815 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41315 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741776.000000 Penalty: 73631.453125 Iteration 390Q: 25 clusters Score -3.774178e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28783 members Mstep: Class 4 contains 40815 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28807 members Mstep: Class 10 contains 9461 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54629 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 5993 members Mstep: Class 19 contains 3816 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41339 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741756.000000 Penalty: 73631.453125 Iteration 391Q: 25 clusters Score -3.774176e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28781 members Mstep: Class 4 contains 40809 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28804 members Mstep: Class 10 contains 9466 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54625 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 5992 members Mstep: Class 19 contains 3817 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41360 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741792.000000 Penalty: 73631.453125 Iteration 392Q: 25 clusters Score -3.774179e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28779 members Mstep: Class 4 contains 40799 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28798 members Mstep: Class 10 contains 9465 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54612 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 5992 members Mstep: Class 19 contains 3818 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41397 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741792.000000 Penalty: 73631.453125 Iteration 393Q: 25 clusters Score -3.774179e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28779 members Mstep: Class 4 contains 40792 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28798 members Mstep: Class 10 contains 9464 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54601 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 5991 members Mstep: Class 19 contains 3818 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41435 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741808.000000 Penalty: 73631.453125 Iteration 394Q: 25 clusters Score -3.774181e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28775 members Mstep: Class 4 contains 40783 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28793 members Mstep: Class 10 contains 9464 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54603 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 5990 members Mstep: Class 19 contains 3818 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41466 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741780.000000 Penalty: 73631.453125 Iteration 395Q: 25 clusters Score -3.774178e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28773 members Mstep: Class 4 contains 40773 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28790 members Mstep: Class 10 contains 9458 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54610 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3818 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41493 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741804.000000 Penalty: 73631.453125 Iteration 396Q: 25 clusters Score -3.77418e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28772 members Mstep: Class 4 contains 40760 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28792 members Mstep: Class 10 contains 9456 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54615 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3819 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41513 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741792.000000 Penalty: 73631.453125 Iteration 397Q: 25 clusters Score -3.774179e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28769 members Mstep: Class 4 contains 40749 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28792 members Mstep: Class 10 contains 9454 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54618 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3819 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41538 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741820.000000 Penalty: 73631.453125 Iteration 398Q: 25 clusters Score -3.774182e+07 nChanged 94 Entering ConstructFrom: Score: -37741820.000000 Penalty: 73631.453125 Entering ConstructFrom: Trying to split cluster 1 (5504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Entering Unmasked Estep Score: -924355.437500 Penalty: 2136.081299 Iteration 0F: 2 clusters Score -924355.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -919506.562500 Penalty: 4272.162598 Iteration 0F: 3 clusters Score -919506.6 nChanged 2137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -920675.625000 Penalty: 4272.162598 Iteration 1F: 3 clusters Score -920675.6 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -920878.562500 Penalty: 4272.162598 Iteration 2F: 3 clusters Score -920878.6 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -921042.375000 Penalty: 4272.162598 Iteration 3Q: 3 clusters Score -921042.4 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -921185.750000 Penalty: 4272.162598 Iteration 4Q: 3 clusters Score -921185.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -921295.500000 Penalty: 4272.162598 Iteration 5Q: 3 clusters Score -921295.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -921396.375000 Penalty: 4272.162598 Iteration 6Q: 3 clusters Score -921396.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -921500.062500 Penalty: 4272.162598 Iteration 7Q: 3 clusters Score -921500.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -921605.687500 Penalty: 4272.162598 Iteration 8Q: 3 clusters Score -921605.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -921730.437500 Penalty: 4272.162598 Iteration 9Q: 3 clusters Score -921730.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -921893.812500 Penalty: 4272.162598 Iteration 10Q: 3 clusters Score -921893.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -922095.875000 Penalty: 4272.162598 Iteration 11Q: 3 clusters Score -922095.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -922303.875000 Penalty: 4272.162598 Iteration 12Q: 3 clusters Score -922303.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -922490.625000 Penalty: 4272.162598 Iteration 13Q: 3 clusters Score -922490.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -922646.562500 Penalty: 4272.162598 Iteration 14Q: 3 clusters Score -922646.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -922755.875000 Penalty: 4272.162598 Iteration 15Q: 3 clusters Score -922755.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -922856.375000 Penalty: 4272.162598 Iteration 16Q: 3 clusters Score -922856.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -922915.562500 Penalty: 4272.162598 Iteration 17Q: 3 clusters Score -922915.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -922973.875000 Penalty: 4272.162598 Iteration 18Q: 3 clusters Score -922973.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -923010.625000 Penalty: 4272.162598 Iteration 19Q: 3 clusters Score -923010.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -923035.687500 Penalty: 4272.162598 Iteration 20F: 3 clusters Score -923035.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -923050.062500 Penalty: 4272.162598 Iteration 21Q: 3 clusters Score -923050.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -923058.625000 Penalty: 4272.162598 Iteration 22Q: 3 clusters Score -923058.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -923067.375000 Penalty: 4272.162598 Iteration 23Q: 3 clusters Score -923067.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -923075.062500 Penalty: 4272.162598 Iteration 24Q: 3 clusters Score -923075.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -923086.312500 Penalty: 4272.162598 Iteration 25Q: 3 clusters Score -923086.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -923093.062500 Penalty: 4272.162598 Iteration 26Q: 3 clusters Score -923093.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -923098.625000 Penalty: 4272.162598 Iteration 27Q: 3 clusters Score -923098.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -923105.500000 Penalty: 4272.162598 Iteration 28Q: 3 clusters Score -923105.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -923111.812500 Penalty: 4272.162598 Iteration 29Q: 3 clusters Score -923111.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -923112.250000 Penalty: 4272.162598 Iteration 30Q: 3 clusters Score -923112.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -923113.625000 Penalty: 4272.162598 Iteration 31Q: 3 clusters Score -923113.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -923114.187500 Penalty: 4272.162598 Iteration 32Q: 3 clusters Score -923114.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -923114.187500 Penalty: 4272.162598 Iteration 33F: 3 clusters Score -923114.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Entering Unmasked Estep Score: -23419.242188 Penalty: 1388.408691 Iteration 0F: 2 clusters Score -23419.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -22571.402344 Penalty: 2776.817383 Iteration 0F: 3 clusters Score -22571.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -22897.400391 Penalty: 2776.817383 Iteration 1F: 3 clusters Score -22897.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -23075.619141 Penalty: 2776.817383 Iteration 2F: 3 clusters Score -23075.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -23326.523438 Penalty: 2776.817383 Iteration 3Q: 3 clusters Score -23326.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -23337.552734 Penalty: 2776.817383 Iteration 4Q: 3 clusters Score -23337.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -23420.693359 Penalty: 2776.817383 Iteration 5Q: 3 clusters Score -23420.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -23437.078125 Penalty: 2776.817383 Iteration 6Q: 3 clusters Score -23437.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -23440.365234 Penalty: 2776.817383 Iteration 7Q: 3 clusters Score -23440.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -23440.365234 Penalty: 2776.817383 Iteration 8F: 3 clusters Score -23440.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 187 members Mstep: Class 3 contains 28765 members Mstep: Class 4 contains 40740 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28792 members Mstep: Class 10 contains 9458 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54627 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3819 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41547 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Mstep: Class 25 contains 83 members Entering Unmasked Estep Score: -37740172.000000 Penalty: 76699.429688 Splitting cluster 2 changes total score from -37741820.000000 to -37740172.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (28765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28765 members Entering Unmasked Estep Score: -4620526.500000 Penalty: 2546.194824 Iteration 0F: 2 clusters Score -4620526 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14461 members Mstep: Class 2 contains 14304 members Entering Unmasked Estep Score: -4600826.000000 Penalty: 5092.389648 Iteration 0F: 3 clusters Score -4600826 nChanged 12922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14989 members Mstep: Class 2 contains 13776 members Entering Unmasked Estep Score: -4607799.500000 Penalty: 5092.389648 Iteration 1F: 3 clusters Score -4607800 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15401 members Mstep: Class 2 contains 13364 members Entering Unmasked Estep Score: -4608238.500000 Penalty: 5092.389648 Iteration 2Q: 3 clusters Score -4608238 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15999 members Mstep: Class 2 contains 12766 members Entering Unmasked Estep Score: -4608733.500000 Penalty: 5092.389648 Iteration 3Q: 3 clusters Score -4608734 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16825 members Mstep: Class 2 contains 11940 members Entering Unmasked Estep Score: -4609240.500000 Penalty: 5092.389648 Iteration 4Q: 3 clusters Score -4609240 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17952 members Mstep: Class 2 contains 10813 members Entering Unmasked Estep Score: -4609943.500000 Penalty: 5092.389648 Iteration 5F: 3 clusters Score -4609944 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19406 members Mstep: Class 2 contains 9359 members Entering Unmasked Estep Score: -4610962.000000 Penalty: 5092.389648 Iteration 6F: 3 clusters Score -4610962 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21154 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -4612304.000000 Penalty: 5092.389648 Iteration 7F: 3 clusters Score -4612304 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23040 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -4613892.000000 Penalty: 5092.389648 Iteration 8F: 3 clusters Score -4613892 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24781 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -4615436.000000 Penalty: 5092.389648 Iteration 9F: 3 clusters Score -4615436 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26196 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -4616750.500000 Penalty: 5092.389648 Iteration 10F: 3 clusters Score -4616750 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27127 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -4617572.000000 Penalty: 5092.389648 Iteration 11Q: 3 clusters Score -4617572 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27685 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -4618047.000000 Penalty: 5092.389648 Iteration 12Q: 3 clusters Score -4618047 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27973 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -4618293.500000 Penalty: 5092.389648 Iteration 13Q: 3 clusters Score -4618294 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28136 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -4618423.500000 Penalty: 5092.389648 Iteration 14Q: 3 clusters Score -4618424 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28226 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -4618502.000000 Penalty: 5092.389648 Iteration 15Q: 3 clusters Score -4618502 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28281 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -4618555.000000 Penalty: 5092.389648 Iteration 16Q: 3 clusters Score -4618555 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28319 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -4618587.000000 Penalty: 5092.389648 Iteration 17Q: 3 clusters Score -4618587 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28338 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -4618605.000000 Penalty: 5092.389648 Iteration 18Q: 3 clusters Score -4618605 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28355 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -4618620.000000 Penalty: 5092.389648 Iteration 19Q: 3 clusters Score -4618620 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28365 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -4618630.500000 Penalty: 5092.389648 Iteration 20F: 3 clusters Score -4618630 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28364 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -4618625.000000 Penalty: 5092.389648 Iteration 21Q: 3 clusters Score -4618625 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28366 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -4618633.500000 Penalty: 5092.389648 Iteration 22Q: 3 clusters Score -4618634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28365 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -4618634.000000 Penalty: 5092.389648 Iteration 23Q: 3 clusters Score -4618634 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28365 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -4618634.000000 Penalty: 5092.389648 Iteration 24F: 3 clusters Score -4618634 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (40740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40740 members Entering Unmasked Estep Score: -6596016.500000 Penalty: 2632.511475 Iteration 0F: 2 clusters Score -6596016 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20364 members Mstep: Class 2 contains 20376 members Entering Unmasked Estep Score: -6568537.000000 Penalty: 5265.022949 Iteration 0F: 3 clusters Score -6568537 nChanged 18641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20089 members Mstep: Class 2 contains 20651 members Entering Unmasked Estep Score: -6578914.500000 Penalty: 5265.022949 Iteration 1F: 3 clusters Score -6578914 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19647 members Mstep: Class 2 contains 21093 members Entering Unmasked Estep Score: -6579692.000000 Penalty: 5265.022949 Iteration 2Q: 3 clusters Score -6579692 nChanged 2173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19024 members Mstep: Class 2 contains 21716 members Entering Unmasked Estep Score: -6580778.500000 Penalty: 5265.022949 Iteration 3F: 3 clusters Score -6580778 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18168 members Mstep: Class 2 contains 22572 members Entering Unmasked Estep Score: -6582182.500000 Penalty: 5265.022949 Iteration 4F: 3 clusters Score -6582182 nChanged 2651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17093 members Mstep: Class 2 contains 23647 members Entering Unmasked Estep Score: -6583859.000000 Penalty: 5265.022949 Iteration 5F: 3 clusters Score -6583859 nChanged 2801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15812 members Mstep: Class 2 contains 24928 members Entering Unmasked Estep Score: -6585783.000000 Penalty: 5265.022949 Iteration 6F: 3 clusters Score -6585783 nChanged 2623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14507 members Mstep: Class 2 contains 26233 members Entering Unmasked Estep Score: -6587378.500000 Penalty: 5265.022949 Iteration 7F: 3 clusters Score -6587378 nChanged 2292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13151 members Mstep: Class 2 contains 27589 members Entering Unmasked Estep Score: -6588734.000000 Penalty: 5265.022949 Iteration 8F: 3 clusters Score -6588734 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11759 members Mstep: Class 2 contains 28981 members Entering Unmasked Estep Score: -6589871.000000 Penalty: 5265.022949 Iteration 9Q: 3 clusters Score -6589871 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10507 members Mstep: Class 2 contains 30233 members Entering Unmasked Estep Score: -6590767.500000 Penalty: 5265.022949 Iteration 10Q: 3 clusters Score -6590768 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 31383 members Entering Unmasked Estep Score: -6591490.000000 Penalty: 5265.022949 Iteration 11Q: 3 clusters Score -6591490 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8353 members Mstep: Class 2 contains 32387 members Entering Unmasked Estep Score: -6592071.000000 Penalty: 5265.022949 Iteration 12Q: 3 clusters Score -6592071 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 33190 members Entering Unmasked Estep Score: -6592513.000000 Penalty: 5265.022949 Iteration 13Q: 3 clusters Score -6592513 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 33913 members Entering Unmasked Estep Score: -6592933.500000 Penalty: 5265.022949 Iteration 14Q: 3 clusters Score -6592934 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 34548 members Entering Unmasked Estep Score: -6593225.500000 Penalty: 5265.022949 Iteration 15Q: 3 clusters Score -6593226 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 35120 members Entering Unmasked Estep Score: -6593474.000000 Penalty: 5265.022949 Iteration 16Q: 3 clusters Score -6593474 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 35627 members Entering Unmasked Estep Score: -6593693.000000 Penalty: 5265.022949 Iteration 17Q: 3 clusters Score -6593693 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 36091 members Entering Unmasked Estep Score: -6593877.000000 Penalty: 5265.022949 Iteration 18Q: 3 clusters Score -6593877 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 36485 members Entering Unmasked Estep Score: -6594052.500000 Penalty: 5265.022949 Iteration 19Q: 3 clusters Score -6594052 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 36855 members Entering Unmasked Estep Score: -6594238.500000 Penalty: 5265.022949 Iteration 20F: 3 clusters Score -6594238 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 37191 members Entering Unmasked Estep Score: -6594377.500000 Penalty: 5265.022949 Iteration 21Q: 3 clusters Score -6594378 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 37508 members Entering Unmasked Estep Score: -6594557.500000 Penalty: 5265.022949 Iteration 22Q: 3 clusters Score -6594558 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 37791 members Entering Unmasked Estep Score: -6594741.000000 Penalty: 5265.022949 Iteration 23Q: 3 clusters Score -6594741 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 38062 members Entering Unmasked Estep Score: -6594849.500000 Penalty: 5265.022949 Iteration 24Q: 3 clusters Score -6594850 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 38273 members Entering Unmasked Estep Score: -6594955.000000 Penalty: 5265.022949 Iteration 25Q: 3 clusters Score -6594955 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 38435 members Entering Unmasked Estep Score: -6595023.000000 Penalty: 5265.022949 Iteration 26Q: 3 clusters Score -6595023 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 38571 members Entering Unmasked Estep Score: -6595097.500000 Penalty: 5265.022949 Iteration 27Q: 3 clusters Score -6595098 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 38678 members Entering Unmasked Estep Score: -6595121.500000 Penalty: 5265.022949 Iteration 28Q: 3 clusters Score -6595122 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 38766 members Entering Unmasked Estep Score: -6595148.000000 Penalty: 5265.022949 Iteration 29Q: 3 clusters Score -6595148 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 38853 members Entering Unmasked Estep Score: -6595186.500000 Penalty: 5265.022949 Iteration 30Q: 3 clusters Score -6595186 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 38928 members Entering Unmasked Estep Score: -6595213.500000 Penalty: 5265.022949 Iteration 31Q: 3 clusters Score -6595214 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 38975 members Entering Unmasked Estep Score: -6595236.000000 Penalty: 5265.022949 Iteration 32Q: 3 clusters Score -6595236 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 39015 members Entering Unmasked Estep Score: -6595263.500000 Penalty: 5265.022949 Iteration 33Q: 3 clusters Score -6595264 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 39043 members Entering Unmasked Estep Score: -6595274.500000 Penalty: 5265.022949 Iteration 34Q: 3 clusters Score -6595274 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 39063 members Entering Unmasked Estep Score: -6595279.000000 Penalty: 5265.022949 Iteration 35Q: 3 clusters Score -6595279 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 39082 members Entering Unmasked Estep Score: -6595282.000000 Penalty: 5265.022949 Iteration 36Q: 3 clusters Score -6595282 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 39097 members Entering Unmasked Estep Score: -6595293.000000 Penalty: 5265.022949 Iteration 37Q: 3 clusters Score -6595293 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 39105 members Entering Unmasked Estep Score: -6595303.500000 Penalty: 5265.022949 Iteration 38Q: 3 clusters Score -6595304 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 39113 members Entering Unmasked Estep Score: -6595315.000000 Penalty: 5265.022949 Iteration 39Q: 3 clusters Score -6595315 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 39126 members Entering Unmasked Estep Score: -6595323.500000 Penalty: 5265.022949 Iteration 40F: 3 clusters Score -6595324 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 39129 members Entering Unmasked Estep Score: -6595338.500000 Penalty: 5265.022949 Iteration 41Q: 3 clusters Score -6595338 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 39138 members Entering Unmasked Estep Score: -6595340.000000 Penalty: 5265.022949 Iteration 42Q: 3 clusters Score -6595340 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 39151 members Entering Unmasked Estep Score: -6595355.000000 Penalty: 5265.022949 Iteration 43Q: 3 clusters Score -6595355 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 39161 members Entering Unmasked Estep Score: -6595361.000000 Penalty: 5265.022949 Iteration 44Q: 3 clusters Score -6595361 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 39165 members Entering Unmasked Estep Score: -6595360.000000 Penalty: 5265.022949 Iteration 45Q: 3 clusters Score -6595360 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 39168 members Entering Unmasked Estep Score: -6595373.500000 Penalty: 5265.022949 Iteration 46Q: 3 clusters Score -6595374 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 39170 members Entering Unmasked Estep Score: -6595379.500000 Penalty: 5265.022949 Iteration 47Q: 3 clusters Score -6595380 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 39172 members Entering Unmasked Estep Score: -6595383.500000 Penalty: 5265.022949 Iteration 48Q: 3 clusters Score -6595384 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 39174 members Entering Unmasked Estep Score: -6595389.500000 Penalty: 5265.022949 Iteration 49Q: 3 clusters Score -6595390 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 39175 members Entering Unmasked Estep Score: -6595388.000000 Penalty: 5265.022949 Iteration 50Q: 3 clusters Score -6595388 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 39176 members Entering Unmasked Estep Score: -6595383.500000 Penalty: 5265.022949 Iteration 51Q: 3 clusters Score -6595384 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 39182 members Entering Unmasked Estep Score: -6595390.000000 Penalty: 5265.022949 Iteration 52Q: 3 clusters Score -6595390 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 39181 members Entering Unmasked Estep Score: -6595395.500000 Penalty: 5265.022949 Iteration 53Q: 3 clusters Score -6595396 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 39180 members Entering Unmasked Estep Score: -6595398.500000 Penalty: 5265.022949 Iteration 54Q: 3 clusters Score -6595398 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 39177 members Entering Unmasked Estep Score: -6595392.500000 Penalty: 5265.022949 Iteration 55Q: 3 clusters Score -6595392 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 39172 members Entering Unmasked Estep Score: -6595394.000000 Penalty: 5265.022949 Iteration 56Q: 3 clusters Score -6595394 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 39167 members Entering Unmasked Estep Score: -6595396.500000 Penalty: 5265.022949 Iteration 57Q: 3 clusters Score -6595396 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 39167 members Entering Unmasked Estep Score: -6595394.000000 Penalty: 5265.022949 Iteration 58Q: 3 clusters Score -6595394 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 39172 members Entering Unmasked Estep Score: -6595395.500000 Penalty: 5265.022949 Iteration 59Q: 3 clusters Score -6595396 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 39175 members Entering Unmasked Estep Score: -6595400.500000 Penalty: 5265.022949 Iteration 60F: 3 clusters Score -6595400 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 39178 members Entering Unmasked Estep Score: -6595401.500000 Penalty: 5265.022949 Iteration 61Q: 3 clusters Score -6595402 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 39180 members Entering Unmasked Estep Score: -6595403.500000 Penalty: 5265.022949 Iteration 62Q: 3 clusters Score -6595404 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 39178 members Entering Unmasked Estep Score: -6595401.000000 Penalty: 5265.022949 Iteration 63Q: 3 clusters Score -6595401 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 39177 members Entering Unmasked Estep Score: -6595396.500000 Penalty: 5265.022949 Iteration 64Q: 3 clusters Score -6595396 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 39180 members Entering Unmasked Estep Score: -6595412.500000 Penalty: 5265.022949 Iteration 65Q: 3 clusters Score -6595412 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 39185 members Entering Unmasked Estep Score: -6595419.500000 Penalty: 5265.022949 Iteration 66Q: 3 clusters Score -6595420 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 39180 members Entering Unmasked Estep Score: -6595446.000000 Penalty: 5265.022949 Iteration 67Q: 3 clusters Score -6595446 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 39175 members Entering Unmasked Estep Score: -6595435.000000 Penalty: 5265.022949 Iteration 68Q: 3 clusters Score -6595435 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 39172 members Entering Unmasked Estep Score: -6595435.500000 Penalty: 5265.022949 Iteration 69Q: 3 clusters Score -6595436 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 39172 members Entering Unmasked Estep Score: -6595449.500000 Penalty: 5265.022949 Iteration 70Q: 3 clusters Score -6595450 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 39171 members Entering Unmasked Estep Score: -6595438.000000 Penalty: 5265.022949 Iteration 71Q: 3 clusters Score -6595438 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 39174 members Entering Unmasked Estep Score: -6595446.000000 Penalty: 5265.022949 Iteration 72Q: 3 clusters Score -6595446 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 39174 members Entering Unmasked Estep Score: -6595449.000000 Penalty: 5265.022949 Iteration 73Q: 3 clusters Score -6595449 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 39177 members Entering Unmasked Estep Score: -6595449.000000 Penalty: 5265.022949 Iteration 74Q: 3 clusters Score -6595449 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 39183 members Entering Unmasked Estep Score: -6595453.500000 Penalty: 5265.022949 Iteration 75Q: 3 clusters Score -6595454 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 39182 members Entering Unmasked Estep Score: -6595451.500000 Penalty: 5265.022949 Iteration 76Q: 3 clusters Score -6595452 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 39181 members Entering Unmasked Estep Score: -6595446.500000 Penalty: 5265.022949 Iteration 77Q: 3 clusters Score -6595446 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 39176 members Entering Unmasked Estep Score: -6595451.000000 Penalty: 5265.022949 Iteration 78Q: 3 clusters Score -6595451 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 39174 members Entering Unmasked Estep Score: -6595453.500000 Penalty: 5265.022949 Iteration 79Q: 3 clusters Score -6595454 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 39170 members Entering Unmasked Estep Score: -6595452.000000 Penalty: 5265.022949 Iteration 80F: 3 clusters Score -6595452 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 39168 members Entering Unmasked Estep Score: -6595451.000000 Penalty: 5265.022949 Iteration 81Q: 3 clusters Score -6595451 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 39165 members Entering Unmasked Estep Score: -6595454.000000 Penalty: 5265.022949 Iteration 82Q: 3 clusters Score -6595454 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 39164 members Entering Unmasked Estep Score: -6595457.000000 Penalty: 5265.022949 Iteration 83Q: 3 clusters Score -6595457 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 39161 members Entering Unmasked Estep Score: -6595449.500000 Penalty: 5265.022949 Iteration 84Q: 3 clusters Score -6595450 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 39156 members Entering Unmasked Estep Score: -6595456.000000 Penalty: 5265.022949 Iteration 85Q: 3 clusters Score -6595456 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 39155 members Entering Unmasked Estep Score: -6595460.500000 Penalty: 5265.022949 Iteration 86Q: 3 clusters Score -6595460 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 39155 members Entering Unmasked Estep Score: -6595462.500000 Penalty: 5265.022949 Iteration 87Q: 3 clusters Score -6595462 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 39157 members Entering Unmasked Estep Score: -6595469.000000 Penalty: 5265.022949 Iteration 88Q: 3 clusters Score -6595469 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 39158 members Entering Unmasked Estep Score: -6595467.500000 Penalty: 5265.022949 Iteration 89Q: 3 clusters Score -6595468 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 39163 members Entering Unmasked Estep Score: -6595479.000000 Penalty: 5265.022949 Iteration 90Q: 3 clusters Score -6595479 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 39164 members Entering Unmasked Estep Score: -6595480.500000 Penalty: 5265.022949 Iteration 91Q: 3 clusters Score -6595480 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 39167 members Entering Unmasked Estep Score: -6595477.500000 Penalty: 5265.022949 Iteration 92Q: 3 clusters Score -6595478 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 39163 members Entering Unmasked Estep Score: -6595475.000000 Penalty: 5265.022949 Iteration 93Q: 3 clusters Score -6595475 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 39162 members Entering Unmasked Estep Score: -6595472.500000 Penalty: 5265.022949 Iteration 94Q: 3 clusters Score -6595472 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 39160 members Entering Unmasked Estep Score: -6595471.500000 Penalty: 5265.022949 Iteration 95Q: 3 clusters Score -6595472 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 39155 members Entering Unmasked Estep Score: -6595466.500000 Penalty: 5265.022949 Iteration 96Q: 3 clusters Score -6595466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 39154 members Entering Unmasked Estep Score: -6595471.000000 Penalty: 5265.022949 Iteration 97Q: 3 clusters Score -6595471 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 39153 members Entering Unmasked Estep Score: -6595473.000000 Penalty: 5265.022949 Iteration 98Q: 3 clusters Score -6595473 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 39151 members Entering Unmasked Estep Score: -6595470.000000 Penalty: 5265.022949 Iteration 99Q: 3 clusters Score -6595470 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 39152 members Entering Unmasked Estep Score: -6595474.500000 Penalty: 5265.022949 Iteration 100F: 3 clusters Score -6595474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 39152 members Entering Unmasked Estep Score: -6595472.500000 Penalty: 5265.022949 Iteration 101Q: 3 clusters Score -6595472 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 39150 members Entering Unmasked Estep Score: -6595474.500000 Penalty: 5265.022949 Iteration 102Q: 3 clusters Score -6595474 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 39150 members Entering Unmasked Estep Score: -6595474.500000 Penalty: 5265.022949 Iteration 103F: 3 clusters Score -6595474 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Entering Unmasked Estep Score: -69509.914062 Penalty: 1534.689453 Iteration 0F: 2 clusters Score -69509.91 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 234 members Entering Unmasked Estep Score: -68161.703125 Penalty: 3069.378906 Iteration 0F: 3 clusters Score -68161.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -68376.742188 Penalty: 3069.378906 Iteration 1F: 3 clusters Score -68376.74 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -68616.390625 Penalty: 3069.378906 Iteration 2F: 3 clusters Score -68616.39 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -68797.687500 Penalty: 3069.378906 Iteration 3F: 3 clusters Score -68797.69 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -68884.062500 Penalty: 3069.378906 Iteration 4Q: 3 clusters Score -68884.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -68920.289062 Penalty: 3069.378906 Iteration 5Q: 3 clusters Score -68920.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -68974.164062 Penalty: 3069.378906 Iteration 6Q: 3 clusters Score -68974.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -68982.179688 Penalty: 3069.378906 Iteration 7Q: 3 clusters Score -68982.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -68982.179688 Penalty: 3069.378906 Iteration 8F: 3 clusters Score -68982.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -51809.898438 Penalty: 1484.016235 Iteration 0F: 2 clusters Score -51809.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -50475.539062 Penalty: 2968.032471 Iteration 0F: 3 clusters Score -50475.54 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -50761.460938 Penalty: 2968.032471 Iteration 1F: 3 clusters Score -50761.46 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -50944.996094 Penalty: 2968.032471 Iteration 2F: 3 clusters Score -50945 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -51142.906250 Penalty: 2968.032471 Iteration 3F: 3 clusters Score -51142.91 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -51335.554688 Penalty: 2968.032471 Iteration 4F: 3 clusters Score -51335.55 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -51528.933594 Penalty: 2968.032471 Iteration 5Q: 3 clusters Score -51528.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -51685.796875 Penalty: 2968.032471 Iteration 6Q: 3 clusters Score -51685.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -51809.207031 Penalty: 2968.032471 Iteration 7Q: 3 clusters Score -51809.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -51891.890625 Penalty: 2968.032471 Iteration 8Q: 3 clusters Score -51891.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -51989.750000 Penalty: 2968.032471 Iteration 9Q: 3 clusters Score -51989.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -52003.851562 Penalty: 2968.032471 Iteration 10Q: 3 clusters Score -52003.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -52003.851562 Penalty: 2968.032471 Iteration 11F: 3 clusters Score -52003.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28765 members Mstep: Class 4 contains 40740 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 237 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28792 members Mstep: Class 10 contains 9458 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54627 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3819 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41547 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Mstep: Class 25 contains 160 members Entering Unmasked Estep Score: -37740424.000000 Penalty: 76699.429688 Splitting cluster 6 changes total score from -37741820.000000 to -37740424.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Entering Unmasked Estep Score: -105465.843750 Penalty: 1645.389160 Iteration 0F: 2 clusters Score -105465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -103764.031250 Penalty: 3290.778320 Iteration 0F: 3 clusters Score -103764 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -104232.906250 Penalty: 3290.778320 Iteration 1F: 3 clusters Score -104232.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -104517.632812 Penalty: 3290.778320 Iteration 2F: 3 clusters Score -104517.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -104890.835938 Penalty: 3290.778320 Iteration 3F: 3 clusters Score -104890.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -105455.953125 Penalty: 3290.778320 Iteration 4F: 3 clusters Score -105456 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -105813.679688 Penalty: 3290.778320 Iteration 5Q: 3 clusters Score -105813.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -106041.476562 Penalty: 3290.778320 Iteration 6Q: 3 clusters Score -106041.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -106250.242188 Penalty: 3290.778320 Iteration 7Q: 3 clusters Score -106250.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -106321.523438 Penalty: 3290.778320 Iteration 8Q: 3 clusters Score -106321.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -106371.015625 Penalty: 3290.778320 Iteration 9Q: 3 clusters Score -106371 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -106496.132812 Penalty: 3290.778320 Iteration 10Q: 3 clusters Score -106496.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -106638.671875 Penalty: 3290.778320 Iteration 11Q: 3 clusters Score -106638.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -106646.726562 Penalty: 3290.778320 Iteration 12Q: 3 clusters Score -106646.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -106654.304688 Penalty: 3290.778320 Iteration 13Q: 3 clusters Score -106654.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -106660.195312 Penalty: 3290.778320 Iteration 14F: 3 clusters Score -106660.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -106770.007812 Penalty: 3290.778320 Iteration 15Q: 3 clusters Score -106770 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -106792.445312 Penalty: 3290.778320 Iteration 16Q: 3 clusters Score -106792.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -106801.500000 Penalty: 3290.778320 Iteration 17Q: 3 clusters Score -106801.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -106822.148438 Penalty: 3290.778320 Iteration 18Q: 3 clusters Score -106822.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -106831.351562 Penalty: 3290.778320 Iteration 19Q: 3 clusters Score -106831.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -106831.351562 Penalty: 3290.778320 Iteration 20F: 3 clusters Score -106831.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28765 members Mstep: Class 4 contains 40740 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28792 members Mstep: Class 10 contains 9458 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54627 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3819 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41547 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Mstep: Class 25 contains 499 members Entering Unmasked Estep Score: -37741712.000000 Penalty: 76699.429688 Splitting cluster 7 changes total score from -37741820.000000 to -37741712.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Entering Unmasked Estep Score: -169181.984375 Penalty: 1725.459351 Iteration 0F: 2 clusters Score -169182 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -167242.750000 Penalty: 3450.918701 Iteration 0F: 3 clusters Score -167242.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -167530.812500 Penalty: 3450.918701 Iteration 1F: 3 clusters Score -167530.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -167616.250000 Penalty: 3450.918701 Iteration 2F: 3 clusters Score -167616.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -167663.312500 Penalty: 3450.918701 Iteration 3Q: 3 clusters Score -167663.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -167711.984375 Penalty: 3450.918701 Iteration 4Q: 3 clusters Score -167712 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -167726.234375 Penalty: 3450.918701 Iteration 5Q: 3 clusters Score -167726.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -167744.750000 Penalty: 3450.918701 Iteration 6Q: 3 clusters Score -167744.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -167762.796875 Penalty: 3450.918701 Iteration 7Q: 3 clusters Score -167762.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -167768.625000 Penalty: 3450.918701 Iteration 8Q: 3 clusters Score -167768.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -167770.625000 Penalty: 3450.918701 Iteration 9Q: 3 clusters Score -167770.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -167775.187500 Penalty: 3450.918701 Iteration 10Q: 3 clusters Score -167775.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -167776.156250 Penalty: 3450.918701 Iteration 11Q: 3 clusters Score -167776.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -167776.156250 Penalty: 3450.918701 Iteration 12F: 3 clusters Score -167776.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (28792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28792 members Entering Unmasked Estep Score: -4685988.000000 Penalty: 2546.427490 Iteration 0F: 2 clusters Score -4685988 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14313 members Mstep: Class 2 contains 14479 members Entering Unmasked Estep Score: -4666133.000000 Penalty: 5092.854980 Iteration 0F: 3 clusters Score -4666133 nChanged 13056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13397 members Mstep: Class 2 contains 15395 members Entering Unmasked Estep Score: -4673437.000000 Penalty: 5092.854980 Iteration 1F: 3 clusters Score -4673437 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12692 members Mstep: Class 2 contains 16100 members Entering Unmasked Estep Score: -4674362.500000 Penalty: 5092.854980 Iteration 2F: 3 clusters Score -4674362 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 17039 members Entering Unmasked Estep Score: -4675551.500000 Penalty: 5092.854980 Iteration 3F: 3 clusters Score -4675552 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10634 members Mstep: Class 2 contains 18158 members Entering Unmasked Estep Score: -4676955.500000 Penalty: 5092.854980 Iteration 4F: 3 clusters Score -4676956 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 19463 members Entering Unmasked Estep Score: -4678446.500000 Penalty: 5092.854980 Iteration 5F: 3 clusters Score -4678446 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 20772 members Entering Unmasked Estep Score: -4679874.500000 Penalty: 5092.854980 Iteration 6F: 3 clusters Score -4679874 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 22031 members Entering Unmasked Estep Score: -4681141.500000 Penalty: 5092.854980 Iteration 7F: 3 clusters Score -4681142 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 23112 members Entering Unmasked Estep Score: -4682133.000000 Penalty: 5092.854980 Iteration 8Q: 3 clusters Score -4682133 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 24003 members Entering Unmasked Estep Score: -4682904.500000 Penalty: 5092.854980 Iteration 9Q: 3 clusters Score -4682904 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 24791 members Entering Unmasked Estep Score: -4683555.500000 Penalty: 5092.854980 Iteration 10Q: 3 clusters Score -4683556 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 25329 members Entering Unmasked Estep Score: -4683957.500000 Penalty: 5092.854980 Iteration 11Q: 3 clusters Score -4683958 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 25694 members Entering Unmasked Estep Score: -4684231.000000 Penalty: 5092.854980 Iteration 12Q: 3 clusters Score -4684231 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 25984 members Entering Unmasked Estep Score: -4684399.000000 Penalty: 5092.854980 Iteration 13Q: 3 clusters Score -4684399 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 26222 members Entering Unmasked Estep Score: -4684533.500000 Penalty: 5092.854980 Iteration 14Q: 3 clusters Score -4684534 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 26400 members Entering Unmasked Estep Score: -4684616.500000 Penalty: 5092.854980 Iteration 15Q: 3 clusters Score -4684616 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 26552 members Entering Unmasked Estep Score: -4684664.000000 Penalty: 5092.854980 Iteration 16Q: 3 clusters Score -4684664 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 26665 members Entering Unmasked Estep Score: -4684704.000000 Penalty: 5092.854980 Iteration 17Q: 3 clusters Score -4684704 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 26759 members Entering Unmasked Estep Score: -4684744.500000 Penalty: 5092.854980 Iteration 18Q: 3 clusters Score -4684744 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 26844 members Entering Unmasked Estep Score: -4684769.000000 Penalty: 5092.854980 Iteration 19Q: 3 clusters Score -4684769 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 26911 members Entering Unmasked Estep Score: -4684784.000000 Penalty: 5092.854980 Iteration 20F: 3 clusters Score -4684784 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 26968 members Entering Unmasked Estep Score: -4684806.500000 Penalty: 5092.854980 Iteration 21Q: 3 clusters Score -4684806 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 27026 members Entering Unmasked Estep Score: -4684837.500000 Penalty: 5092.854980 Iteration 22Q: 3 clusters Score -4684838 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 27074 members Entering Unmasked Estep Score: -4684847.000000 Penalty: 5092.854980 Iteration 23Q: 3 clusters Score -4684847 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 27103 members Entering Unmasked Estep Score: -4684845.000000 Penalty: 5092.854980 Iteration 24Q: 3 clusters Score -4684845 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 27132 members Entering Unmasked Estep Score: -4684852.500000 Penalty: 5092.854980 Iteration 25Q: 3 clusters Score -4684852 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 27148 members Entering Unmasked Estep Score: -4684867.500000 Penalty: 5092.854980 Iteration 26Q: 3 clusters Score -4684868 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 27163 members Entering Unmasked Estep Score: -4684871.500000 Penalty: 5092.854980 Iteration 27Q: 3 clusters Score -4684872 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 27175 members Entering Unmasked Estep Score: -4684878.500000 Penalty: 5092.854980 Iteration 28Q: 3 clusters Score -4684878 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 27182 members Entering Unmasked Estep Score: -4684883.000000 Penalty: 5092.854980 Iteration 29Q: 3 clusters Score -4684883 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 27187 members Entering Unmasked Estep Score: -4684883.000000 Penalty: 5092.854980 Iteration 30Q: 3 clusters Score -4684883 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 27192 members Entering Unmasked Estep Score: -4684887.000000 Penalty: 5092.854980 Iteration 31Q: 3 clusters Score -4684887 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 27195 members Entering Unmasked Estep Score: -4684890.000000 Penalty: 5092.854980 Iteration 32Q: 3 clusters Score -4684890 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 27198 members Entering Unmasked Estep Score: -4684888.500000 Penalty: 5092.854980 Iteration 33Q: 3 clusters Score -4684888 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 27200 members Entering Unmasked Estep Score: -4684894.000000 Penalty: 5092.854980 Iteration 34Q: 3 clusters Score -4684894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 27201 members Entering Unmasked Estep Score: -4684892.000000 Penalty: 5092.854980 Iteration 35Q: 3 clusters Score -4684892 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 27203 members Entering Unmasked Estep Score: -4684890.000000 Penalty: 5092.854980 Iteration 36Q: 3 clusters Score -4684890 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 27204 members Entering Unmasked Estep Score: -4684885.500000 Penalty: 5092.854980 Iteration 37Q: 3 clusters Score -4684886 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 27204 members Entering Unmasked Estep Score: -4684885.500000 Penalty: 5092.854980 Iteration 38F: 3 clusters Score -4684886 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (9458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9458 members Entering Unmasked Estep Score: -1500243.250000 Penalty: 2270.344971 Iteration 0F: 2 clusters Score -1500243 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -1492936.000000 Penalty: 4540.689941 Iteration 0F: 3 clusters Score -1492936 nChanged 3972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -1495154.375000 Penalty: 4540.689941 Iteration 1F: 3 clusters Score -1495154 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -1495548.750000 Penalty: 4540.689941 Iteration 2F: 3 clusters Score -1495549 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1495951.750000 Penalty: 4540.689941 Iteration 3F: 3 clusters Score -1495952 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -1496490.000000 Penalty: 4540.689941 Iteration 4F: 3 clusters Score -1496490 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -1497176.125000 Penalty: 4540.689941 Iteration 5F: 3 clusters Score -1497176 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -1497899.500000 Penalty: 4540.689941 Iteration 6F: 3 clusters Score -1497900 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -1498447.750000 Penalty: 4540.689941 Iteration 7F: 3 clusters Score -1498448 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6279 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -1498715.750000 Penalty: 4540.689941 Iteration 8Q: 3 clusters Score -1498716 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -1498874.250000 Penalty: 4540.689941 Iteration 9Q: 3 clusters Score -1498874 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -1498962.000000 Penalty: 4540.689941 Iteration 10Q: 3 clusters Score -1498962 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -1499003.125000 Penalty: 4540.689941 Iteration 11Q: 3 clusters Score -1499003 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -1499023.125000 Penalty: 4540.689941 Iteration 12Q: 3 clusters Score -1499023 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -1499037.375000 Penalty: 4540.689941 Iteration 13Q: 3 clusters Score -1499037 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -1499060.250000 Penalty: 4540.689941 Iteration 14Q: 3 clusters Score -1499060 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -1499078.375000 Penalty: 4540.689941 Iteration 15Q: 3 clusters Score -1499078 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6914 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -1499092.250000 Penalty: 4540.689941 Iteration 16Q: 3 clusters Score -1499092 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -1499114.000000 Penalty: 4540.689941 Iteration 17Q: 3 clusters Score -1499114 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1499121.875000 Penalty: 4540.689941 Iteration 18Q: 3 clusters Score -1499122 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -1499127.125000 Penalty: 4540.689941 Iteration 19Q: 3 clusters Score -1499127 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -1499138.750000 Penalty: 4540.689941 Iteration 20F: 3 clusters Score -1499139 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -1499154.500000 Penalty: 4540.689941 Iteration 21Q: 3 clusters Score -1499154 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -1499160.375000 Penalty: 4540.689941 Iteration 22Q: 3 clusters Score -1499160 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -1499165.125000 Penalty: 4540.689941 Iteration 23Q: 3 clusters Score -1499165 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -1499168.750000 Penalty: 4540.689941 Iteration 24Q: 3 clusters Score -1499169 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7181 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -1499168.375000 Penalty: 4540.689941 Iteration 25Q: 3 clusters Score -1499168 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -1499174.500000 Penalty: 4540.689941 Iteration 26Q: 3 clusters Score -1499174 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -1499171.875000 Penalty: 4540.689941 Iteration 27Q: 3 clusters Score -1499172 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -1499174.750000 Penalty: 4540.689941 Iteration 28Q: 3 clusters Score -1499175 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -1499179.875000 Penalty: 4540.689941 Iteration 29Q: 3 clusters Score -1499180 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1499175.250000 Penalty: 4540.689941 Iteration 30Q: 3 clusters Score -1499175 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -1499179.000000 Penalty: 4540.689941 Iteration 31Q: 3 clusters Score -1499179 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7237 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -1499180.625000 Penalty: 4540.689941 Iteration 32Q: 3 clusters Score -1499181 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1499181.000000 Penalty: 4540.689941 Iteration 33Q: 3 clusters Score -1499181 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -1499180.750000 Penalty: 4540.689941 Iteration 34Q: 3 clusters Score -1499181 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7270 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -1499181.125000 Penalty: 4540.689941 Iteration 35Q: 3 clusters Score -1499181 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7278 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -1499182.750000 Penalty: 4540.689941 Iteration 36Q: 3 clusters Score -1499183 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -1499186.000000 Penalty: 4540.689941 Iteration 37Q: 3 clusters Score -1499186 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -1499186.625000 Penalty: 4540.689941 Iteration 38Q: 3 clusters Score -1499187 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1499189.375000 Penalty: 4540.689941 Iteration 39Q: 3 clusters Score -1499189 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -1499190.500000 Penalty: 4540.689941 Iteration 40F: 3 clusters Score -1499190 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -1499190.500000 Penalty: 4540.689941 Iteration 41Q: 3 clusters Score -1499190 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -1499190.375000 Penalty: 4540.689941 Iteration 42Q: 3 clusters Score -1499190 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -1499193.500000 Penalty: 4540.689941 Iteration 43Q: 3 clusters Score -1499194 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7305 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1499194.875000 Penalty: 4540.689941 Iteration 44Q: 3 clusters Score -1499195 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7305 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1499194.875000 Penalty: 4540.689941 Iteration 45F: 3 clusters Score -1499195 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -119211.679688 Penalty: 1650.868164 Iteration 0F: 2 clusters Score -119211.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -117470.125000 Penalty: 3301.736328 Iteration 0F: 3 clusters Score -117470.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -117714.250000 Penalty: 3301.736328 Iteration 1F: 3 clusters Score -117714.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -117784.031250 Penalty: 3301.736328 Iteration 2F: 3 clusters Score -117784 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -117826.742188 Penalty: 3301.736328 Iteration 3Q: 3 clusters Score -117826.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -117846.273438 Penalty: 3301.736328 Iteration 4Q: 3 clusters Score -117846.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -117861.234375 Penalty: 3301.736328 Iteration 5Q: 3 clusters Score -117861.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -117871.625000 Penalty: 3301.736328 Iteration 6Q: 3 clusters Score -117871.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -117878.656250 Penalty: 3301.736328 Iteration 7Q: 3 clusters Score -117878.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -117882.804688 Penalty: 3301.736328 Iteration 8Q: 3 clusters Score -117882.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -117884.296875 Penalty: 3301.736328 Iteration 9Q: 3 clusters Score -117884.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -117884.296875 Penalty: 3301.736328 Iteration 10F: 3 clusters Score -117884.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -46629.707031 Penalty: 1455.585693 Iteration 0F: 2 clusters Score -46629.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -45408.054688 Penalty: 2911.171387 Iteration 0F: 3 clusters Score -45408.05 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -45676.234375 Penalty: 2911.171387 Iteration 1F: 3 clusters Score -45676.23 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -45806.902344 Penalty: 2911.171387 Iteration 2F: 3 clusters Score -45806.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -45858.722656 Penalty: 2911.171387 Iteration 3Q: 3 clusters Score -45858.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -45896.613281 Penalty: 2911.171387 Iteration 4Q: 3 clusters Score -45896.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -45917.531250 Penalty: 2911.171387 Iteration 5Q: 3 clusters Score -45917.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -45947.207031 Penalty: 2911.171387 Iteration 6Q: 3 clusters Score -45947.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -45968.683594 Penalty: 2911.171387 Iteration 7Q: 3 clusters Score -45968.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -45976.484375 Penalty: 2911.171387 Iteration 8Q: 3 clusters Score -45976.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -45976.484375 Penalty: 2911.171387 Iteration 9F: 3 clusters Score -45976.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Entering Unmasked Estep Score: -108540.937500 Penalty: 1647.336670 Iteration 0F: 2 clusters Score -108540.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -106773.867188 Penalty: 3294.673340 Iteration 0F: 3 clusters Score -106773.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -107027.687500 Penalty: 3294.673340 Iteration 1F: 3 clusters Score -107027.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -107110.734375 Penalty: 3294.673340 Iteration 2F: 3 clusters Score -107110.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -107172.515625 Penalty: 3294.673340 Iteration 3Q: 3 clusters Score -107172.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -107229.796875 Penalty: 3294.673340 Iteration 4Q: 3 clusters Score -107229.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -107281.796875 Penalty: 3294.673340 Iteration 5Q: 3 clusters Score -107281.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -107335.656250 Penalty: 3294.673340 Iteration 6Q: 3 clusters Score -107335.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -107365.062500 Penalty: 3294.673340 Iteration 7Q: 3 clusters Score -107365.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -107384.726562 Penalty: 3294.673340 Iteration 8Q: 3 clusters Score -107384.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -107409.859375 Penalty: 3294.673340 Iteration 9Q: 3 clusters Score -107409.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -107429.679688 Penalty: 3294.673340 Iteration 10Q: 3 clusters Score -107429.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -107451.117188 Penalty: 3294.673340 Iteration 11Q: 3 clusters Score -107451.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -107471.421875 Penalty: 3294.673340 Iteration 12Q: 3 clusters Score -107471.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -107479.625000 Penalty: 3294.673340 Iteration 13Q: 3 clusters Score -107479.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -107487.687500 Penalty: 3294.673340 Iteration 14Q: 3 clusters Score -107487.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -107490.750000 Penalty: 3294.673340 Iteration 15Q: 3 clusters Score -107490.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -107494.101562 Penalty: 3294.673340 Iteration 16Q: 3 clusters Score -107494.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -107496.476562 Penalty: 3294.673340 Iteration 17Q: 3 clusters Score -107496.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -107502.039062 Penalty: 3294.673340 Iteration 18Q: 3 clusters Score -107502 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -107516.664062 Penalty: 3294.673340 Iteration 19Q: 3 clusters Score -107516.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -107545.296875 Penalty: 3294.673340 Iteration 20F: 3 clusters Score -107545.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -107596.359375 Penalty: 3294.673340 Iteration 21Q: 3 clusters Score -107596.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -107655.328125 Penalty: 3294.673340 Iteration 22Q: 3 clusters Score -107655.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -107705.554688 Penalty: 3294.673340 Iteration 23Q: 3 clusters Score -107705.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -107755.796875 Penalty: 3294.673340 Iteration 24Q: 3 clusters Score -107755.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -107790.257812 Penalty: 3294.673340 Iteration 25Q: 3 clusters Score -107790.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -107808.789062 Penalty: 3294.673340 Iteration 26Q: 3 clusters Score -107808.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -107817.593750 Penalty: 3294.673340 Iteration 27Q: 3 clusters Score -107817.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -107826.070312 Penalty: 3294.673340 Iteration 28Q: 3 clusters Score -107826.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -107827.898438 Penalty: 3294.673340 Iteration 29Q: 3 clusters Score -107827.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -107827.898438 Penalty: 3294.673340 Iteration 30F: 3 clusters Score -107827.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Entering Unmasked Estep Score: -698737.812500 Penalty: 2073.007568 Iteration 0F: 2 clusters Score -698737.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -694660.000000 Penalty: 4146.015137 Iteration 0F: 3 clusters Score -694660 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -695668.125000 Penalty: 4146.015137 Iteration 1F: 3 clusters Score -695668.1 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -695922.937500 Penalty: 4146.015137 Iteration 2F: 3 clusters Score -695922.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -696123.562500 Penalty: 4146.015137 Iteration 3F: 3 clusters Score -696123.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -696306.875000 Penalty: 4146.015137 Iteration 4Q: 3 clusters Score -696306.9 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -696499.437500 Penalty: 4146.015137 Iteration 5Q: 3 clusters Score -696499.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -696714.312500 Penalty: 4146.015137 Iteration 6F: 3 clusters Score -696714.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -696922.437500 Penalty: 4146.015137 Iteration 7F: 3 clusters Score -696922.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -697105.250000 Penalty: 4146.015137 Iteration 8Q: 3 clusters Score -697105.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -697265.187500 Penalty: 4146.015137 Iteration 9Q: 3 clusters Score -697265.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -697401.750000 Penalty: 4146.015137 Iteration 10Q: 3 clusters Score -697401.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -697511.375000 Penalty: 4146.015137 Iteration 11Q: 3 clusters Score -697511.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -697593.000000 Penalty: 4146.015137 Iteration 12Q: 3 clusters Score -697593 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -697646.687500 Penalty: 4146.015137 Iteration 13Q: 3 clusters Score -697646.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -697691.312500 Penalty: 4146.015137 Iteration 14Q: 3 clusters Score -697691.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -697719.062500 Penalty: 4146.015137 Iteration 15Q: 3 clusters Score -697719.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -697741.937500 Penalty: 4146.015137 Iteration 16Q: 3 clusters Score -697741.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -697763.937500 Penalty: 4146.015137 Iteration 17Q: 3 clusters Score -697763.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -697786.312500 Penalty: 4146.015137 Iteration 18Q: 3 clusters Score -697786.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -697802.875000 Penalty: 4146.015137 Iteration 19Q: 3 clusters Score -697802.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -697817.937500 Penalty: 4146.015137 Iteration 20F: 3 clusters Score -697817.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -697836.375000 Penalty: 4146.015137 Iteration 21Q: 3 clusters Score -697836.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -697849.375000 Penalty: 4146.015137 Iteration 22Q: 3 clusters Score -697849.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -697858.937500 Penalty: 4146.015137 Iteration 23Q: 3 clusters Score -697858.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -697866.375000 Penalty: 4146.015137 Iteration 24Q: 3 clusters Score -697866.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -697867.687500 Penalty: 4146.015137 Iteration 25Q: 3 clusters Score -697867.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -697871.437500 Penalty: 4146.015137 Iteration 26Q: 3 clusters Score -697871.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -697878.937500 Penalty: 4146.015137 Iteration 27Q: 3 clusters Score -697878.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -697886.437500 Penalty: 4146.015137 Iteration 28Q: 3 clusters Score -697886.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -697895.687500 Penalty: 4146.015137 Iteration 29Q: 3 clusters Score -697895.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -697903.750000 Penalty: 4146.015137 Iteration 30Q: 3 clusters Score -697903.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -697910.250000 Penalty: 4146.015137 Iteration 31Q: 3 clusters Score -697910.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -697914.875000 Penalty: 4146.015137 Iteration 32Q: 3 clusters Score -697914.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -697917.625000 Penalty: 4146.015137 Iteration 33Q: 3 clusters Score -697917.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -697921.812500 Penalty: 4146.015137 Iteration 34Q: 3 clusters Score -697921.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -697926.500000 Penalty: 4146.015137 Iteration 35Q: 3 clusters Score -697926.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -697930.250000 Penalty: 4146.015137 Iteration 36Q: 3 clusters Score -697930.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -697933.500000 Penalty: 4146.015137 Iteration 37Q: 3 clusters Score -697933.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -697937.125000 Penalty: 4146.015137 Iteration 38Q: 3 clusters Score -697937.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -697943.750000 Penalty: 4146.015137 Iteration 39Q: 3 clusters Score -697943.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -697947.812500 Penalty: 4146.015137 Iteration 40F: 3 clusters Score -697947.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -697952.187500 Penalty: 4146.015137 Iteration 41Q: 3 clusters Score -697952.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -697955.187500 Penalty: 4146.015137 Iteration 42Q: 3 clusters Score -697955.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -697955.187500 Penalty: 4146.015137 Iteration 43Q: 3 clusters Score -697955.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -697956.562500 Penalty: 4146.015137 Iteration 44Q: 3 clusters Score -697956.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -697958.875000 Penalty: 4146.015137 Iteration 45Q: 3 clusters Score -697958.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -697960.125000 Penalty: 4146.015137 Iteration 46Q: 3 clusters Score -697960.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -697960.875000 Penalty: 4146.015137 Iteration 47Q: 3 clusters Score -697960.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -697961.000000 Penalty: 4146.015137 Iteration 48Q: 3 clusters Score -697961 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -697961.687500 Penalty: 4146.015137 Iteration 49Q: 3 clusters Score -697961.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -697961.687500 Penalty: 4146.015137 Iteration 50F: 3 clusters Score -697961.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (54627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54627 members Entering Unmasked Estep Score: -8915227.000000 Penalty: 2705.254150 Iteration 0F: 2 clusters Score -8915227 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27283 members Mstep: Class 2 contains 27344 members Entering Unmasked Estep Score: -8882600.000000 Penalty: 5410.508301 Iteration 0F: 3 clusters Score -8882600 nChanged 25175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25664 members Mstep: Class 2 contains 28963 members Entering Unmasked Estep Score: -8897176.000000 Penalty: 5410.508301 Iteration 1F: 3 clusters Score -8897176 nChanged 3235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24305 members Mstep: Class 2 contains 30322 members Entering Unmasked Estep Score: -8898922.000000 Penalty: 5410.508301 Iteration 2F: 3 clusters Score -8898922 nChanged 3969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22340 members Mstep: Class 2 contains 32287 members Entering Unmasked Estep Score: -8901543.000000 Penalty: 5410.508301 Iteration 3F: 3 clusters Score -8901543 nChanged 4589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19941 members Mstep: Class 2 contains 34686 members Entering Unmasked Estep Score: -8904676.000000 Penalty: 5410.508301 Iteration 4F: 3 clusters Score -8904676 nChanged 4301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17592 members Mstep: Class 2 contains 37035 members Entering Unmasked Estep Score: -8907459.000000 Penalty: 5410.508301 Iteration 5F: 3 clusters Score -8907459 nChanged 3586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15442 members Mstep: Class 2 contains 39185 members Entering Unmasked Estep Score: -8909568.000000 Penalty: 5410.508301 Iteration 6F: 3 clusters Score -8909568 nChanged 2689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13551 members Mstep: Class 2 contains 41076 members Entering Unmasked Estep Score: -8911075.000000 Penalty: 5410.508301 Iteration 7Q: 3 clusters Score -8911075 nChanged 2067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11838 members Mstep: Class 2 contains 42789 members Entering Unmasked Estep Score: -8912205.000000 Penalty: 5410.508301 Iteration 8Q: 3 clusters Score -8912205 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10264 members Mstep: Class 2 contains 44363 members Entering Unmasked Estep Score: -8913091.000000 Penalty: 5410.508301 Iteration 9Q: 3 clusters Score -8913091 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8812 members Mstep: Class 2 contains 45815 members Entering Unmasked Estep Score: -8913873.000000 Penalty: 5410.508301 Iteration 10Q: 3 clusters Score -8913873 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7531 members Mstep: Class 2 contains 47096 members Entering Unmasked Estep Score: -8914469.000000 Penalty: 5410.508301 Iteration 11Q: 3 clusters Score -8914469 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 48225 members Entering Unmasked Estep Score: -8915072.000000 Penalty: 5410.508301 Iteration 12Q: 3 clusters Score -8915072 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 49203 members Entering Unmasked Estep Score: -8915321.000000 Penalty: 5410.508301 Iteration 13Q: 3 clusters Score -8915321 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 49978 members Entering Unmasked Estep Score: -8915383.000000 Penalty: 5410.508301 Iteration 14Q: 3 clusters Score -8915383 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 50622 members Entering Unmasked Estep Score: -8915381.000000 Penalty: 5410.508301 Iteration 15Q: 3 clusters Score -8915381 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 51110 members Entering Unmasked Estep Score: -8915370.000000 Penalty: 5410.508301 Iteration 16Q: 3 clusters Score -8915370 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 51483 members Entering Unmasked Estep Score: -8915352.000000 Penalty: 5410.508301 Iteration 17Q: 3 clusters Score -8915352 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 51765 members Entering Unmasked Estep Score: -8915323.000000 Penalty: 5410.508301 Iteration 18Q: 3 clusters Score -8915323 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 51998 members Entering Unmasked Estep Score: -8915266.000000 Penalty: 5410.508301 Iteration 19Q: 3 clusters Score -8915266 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 52168 members Entering Unmasked Estep Score: -8915238.000000 Penalty: 5410.508301 Iteration 20F: 3 clusters Score -8915238 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 52298 members Entering Unmasked Estep Score: -8915224.000000 Penalty: 5410.508301 Iteration 21Q: 3 clusters Score -8915224 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 52407 members Entering Unmasked Estep Score: -8915228.000000 Penalty: 5410.508301 Iteration 22Q: 3 clusters Score -8915228 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 52493 members Entering Unmasked Estep Score: -8915237.000000 Penalty: 5410.508301 Iteration 23Q: 3 clusters Score -8915237 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 52561 members Entering Unmasked Estep Score: -8915239.000000 Penalty: 5410.508301 Iteration 24Q: 3 clusters Score -8915239 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 52615 members Entering Unmasked Estep Score: -8915200.000000 Penalty: 5410.508301 Iteration 25Q: 3 clusters Score -8915200 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 52653 members Entering Unmasked Estep Score: -8915198.000000 Penalty: 5410.508301 Iteration 26Q: 3 clusters Score -8915198 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 52679 members Entering Unmasked Estep Score: -8915180.000000 Penalty: 5410.508301 Iteration 27Q: 3 clusters Score -8915180 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 52698 members Entering Unmasked Estep Score: -8915197.000000 Penalty: 5410.508301 Iteration 28Q: 3 clusters Score -8915197 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 52720 members Entering Unmasked Estep Score: -8915191.000000 Penalty: 5410.508301 Iteration 29Q: 3 clusters Score -8915191 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 52734 members Entering Unmasked Estep Score: -8915193.000000 Penalty: 5410.508301 Iteration 30Q: 3 clusters Score -8915193 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 52744 members Entering Unmasked Estep Score: -8915192.000000 Penalty: 5410.508301 Iteration 31Q: 3 clusters Score -8915192 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 52754 members Entering Unmasked Estep Score: -8915204.000000 Penalty: 5410.508301 Iteration 32Q: 3 clusters Score -8915204 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 52758 members Entering Unmasked Estep Score: -8915214.000000 Penalty: 5410.508301 Iteration 33Q: 3 clusters Score -8915214 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 52761 members Entering Unmasked Estep Score: -8915208.000000 Penalty: 5410.508301 Iteration 34Q: 3 clusters Score -8915208 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 52765 members Entering Unmasked Estep Score: -8915202.000000 Penalty: 5410.508301 Iteration 35Q: 3 clusters Score -8915202 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 52769 members Entering Unmasked Estep Score: -8915203.000000 Penalty: 5410.508301 Iteration 36Q: 3 clusters Score -8915203 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 52775 members Entering Unmasked Estep Score: -8915197.000000 Penalty: 5410.508301 Iteration 37Q: 3 clusters Score -8915197 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 52779 members Entering Unmasked Estep Score: -8915179.000000 Penalty: 5410.508301 Iteration 38Q: 3 clusters Score -8915179 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 52785 members Entering Unmasked Estep Score: -8915178.000000 Penalty: 5410.508301 Iteration 39Q: 3 clusters Score -8915178 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 52791 members Entering Unmasked Estep Score: -8915183.000000 Penalty: 5410.508301 Iteration 40F: 3 clusters Score -8915183 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 52795 members Entering Unmasked Estep Score: -8915186.000000 Penalty: 5410.508301 Iteration 41Q: 3 clusters Score -8915186 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 52796 members Entering Unmasked Estep Score: -8915192.000000 Penalty: 5410.508301 Iteration 42Q: 3 clusters Score -8915192 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 52796 members Entering Unmasked Estep Score: -8915192.000000 Penalty: 5410.508301 Iteration 43F: 3 clusters Score -8915192 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -71173.648438 Penalty: 1566.208862 Iteration 0F: 2 clusters Score -71173.65 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 285 members Entering Unmasked Estep Score: -69692.750000 Penalty: 3132.417725 Iteration 0F: 3 clusters Score -69692.75 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -70084.164062 Penalty: 3132.417725 Iteration 1F: 3 clusters Score -70084.16 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -70260.296875 Penalty: 3132.417725 Iteration 2F: 3 clusters Score -70260.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -70369.593750 Penalty: 3132.417725 Iteration 3F: 3 clusters Score -70369.59 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -70490.929688 Penalty: 3132.417725 Iteration 4Q: 3 clusters Score -70490.93 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -70587.601562 Penalty: 3132.417725 Iteration 5Q: 3 clusters Score -70587.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -70716.445312 Penalty: 3132.417725 Iteration 6Q: 3 clusters Score -70716.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -70833.945312 Penalty: 3132.417725 Iteration 7Q: 3 clusters Score -70833.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -70913.929688 Penalty: 3132.417725 Iteration 8Q: 3 clusters Score -70913.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -70980.375000 Penalty: 3132.417725 Iteration 9Q: 3 clusters Score -70980.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -71011.203125 Penalty: 3132.417725 Iteration 10Q: 3 clusters Score -71011.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -71032.453125 Penalty: 3132.417725 Iteration 11Q: 3 clusters Score -71032.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -71049.179688 Penalty: 3132.417725 Iteration 12Q: 3 clusters Score -71049.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -71057.476562 Penalty: 3132.417725 Iteration 13Q: 3 clusters Score -71057.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -71066.960938 Penalty: 3132.417725 Iteration 14Q: 3 clusters Score -71066.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -71070.101562 Penalty: 3132.417725 Iteration 15Q: 3 clusters Score -71070.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -71070.101562 Penalty: 3132.417725 Iteration 16F: 3 clusters Score -71070.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Entering Unmasked Estep Score: -635537.000000 Penalty: 2048.217285 Iteration 0F: 2 clusters Score -635537 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -631758.125000 Penalty: 4096.434570 Iteration 0F: 3 clusters Score -631758.1 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -632568.687500 Penalty: 4096.434570 Iteration 1F: 3 clusters Score -632568.7 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -632745.562500 Penalty: 4096.434570 Iteration 2F: 3 clusters Score -632745.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -632867.687500 Penalty: 4096.434570 Iteration 3Q: 3 clusters Score -632867.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -632971.500000 Penalty: 4096.434570 Iteration 4Q: 3 clusters Score -632971.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -633080.250000 Penalty: 4096.434570 Iteration 5Q: 3 clusters Score -633080.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -633214.187500 Penalty: 4096.434570 Iteration 6Q: 3 clusters Score -633214.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -633326.687500 Penalty: 4096.434570 Iteration 7Q: 3 clusters Score -633326.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -633448.000000 Penalty: 4096.434570 Iteration 8Q: 3 clusters Score -633448 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -633587.062500 Penalty: 4096.434570 Iteration 9Q: 3 clusters Score -633587.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -633722.500000 Penalty: 4096.434570 Iteration 10Q: 3 clusters Score -633722.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -633805.250000 Penalty: 4096.434570 Iteration 11Q: 3 clusters Score -633805.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -633858.437500 Penalty: 4096.434570 Iteration 12Q: 3 clusters Score -633858.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -633891.687500 Penalty: 4096.434570 Iteration 13Q: 3 clusters Score -633891.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -633911.125000 Penalty: 4096.434570 Iteration 14Q: 3 clusters Score -633911.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -633931.687500 Penalty: 4096.434570 Iteration 15Q: 3 clusters Score -633931.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -633957.000000 Penalty: 4096.434570 Iteration 16Q: 3 clusters Score -633957 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -633976.562500 Penalty: 4096.434570 Iteration 17Q: 3 clusters Score -633976.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -633996.562500 Penalty: 4096.434570 Iteration 18Q: 3 clusters Score -633996.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -634009.250000 Penalty: 4096.434570 Iteration 19Q: 3 clusters Score -634009.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -634015.500000 Penalty: 4096.434570 Iteration 20F: 3 clusters Score -634015.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -634022.312500 Penalty: 4096.434570 Iteration 21Q: 3 clusters Score -634022.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -634026.875000 Penalty: 4096.434570 Iteration 22Q: 3 clusters Score -634026.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -634031.500000 Penalty: 4096.434570 Iteration 23Q: 3 clusters Score -634031.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -634034.062500 Penalty: 4096.434570 Iteration 24Q: 3 clusters Score -634034.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -634037.812500 Penalty: 4096.434570 Iteration 25Q: 3 clusters Score -634037.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -634040.000000 Penalty: 4096.434570 Iteration 26Q: 3 clusters Score -634040 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -634041.750000 Penalty: 4096.434570 Iteration 27Q: 3 clusters Score -634041.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -634041.937500 Penalty: 4096.434570 Iteration 28Q: 3 clusters Score -634041.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -634041.375000 Penalty: 4096.434570 Iteration 29Q: 3 clusters Score -634041.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -634041.750000 Penalty: 4096.434570 Iteration 30Q: 3 clusters Score -634041.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -634045.437500 Penalty: 4096.434570 Iteration 31Q: 3 clusters Score -634045.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -634048.625000 Penalty: 4096.434570 Iteration 32Q: 3 clusters Score -634048.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -634053.312500 Penalty: 4096.434570 Iteration 33Q: 3 clusters Score -634053.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -634058.625000 Penalty: 4096.434570 Iteration 34Q: 3 clusters Score -634058.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -634062.250000 Penalty: 4096.434570 Iteration 35Q: 3 clusters Score -634062.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -634065.937500 Penalty: 4096.434570 Iteration 36Q: 3 clusters Score -634065.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -634071.687500 Penalty: 4096.434570 Iteration 37Q: 3 clusters Score -634071.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -634075.750000 Penalty: 4096.434570 Iteration 38Q: 3 clusters Score -634075.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -634081.125000 Penalty: 4096.434570 Iteration 39Q: 3 clusters Score -634081.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -634084.937500 Penalty: 4096.434570 Iteration 40F: 3 clusters Score -634084.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -634090.000000 Penalty: 4096.434570 Iteration 41Q: 3 clusters Score -634090 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -634093.125000 Penalty: 4096.434570 Iteration 42Q: 3 clusters Score -634093.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -634095.562500 Penalty: 4096.434570 Iteration 43Q: 3 clusters Score -634095.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -634095.000000 Penalty: 4096.434570 Iteration 44Q: 3 clusters Score -634095 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -634097.062500 Penalty: 4096.434570 Iteration 45Q: 3 clusters Score -634097.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -634097.750000 Penalty: 4096.434570 Iteration 46Q: 3 clusters Score -634097.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -634099.375000 Penalty: 4096.434570 Iteration 47Q: 3 clusters Score -634099.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -634100.875000 Penalty: 4096.434570 Iteration 48Q: 3 clusters Score -634100.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -634104.812500 Penalty: 4096.434570 Iteration 49Q: 3 clusters Score -634104.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -634107.375000 Penalty: 4096.434570 Iteration 50Q: 3 clusters Score -634107.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -634109.375000 Penalty: 4096.434570 Iteration 51Q: 3 clusters Score -634109.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -634112.625000 Penalty: 4096.434570 Iteration 52Q: 3 clusters Score -634112.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -634111.937500 Penalty: 4096.434570 Iteration 53Q: 3 clusters Score -634111.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -634113.312500 Penalty: 4096.434570 Iteration 54Q: 3 clusters Score -634113.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -634115.125000 Penalty: 4096.434570 Iteration 55Q: 3 clusters Score -634115.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -634117.312500 Penalty: 4096.434570 Iteration 56Q: 3 clusters Score -634117.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -634118.875000 Penalty: 4096.434570 Iteration 57Q: 3 clusters Score -634118.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -634120.187500 Penalty: 4096.434570 Iteration 58Q: 3 clusters Score -634120.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -634120.312500 Penalty: 4096.434570 Iteration 59Q: 3 clusters Score -634120.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -634121.687500 Penalty: 4096.434570 Iteration 60F: 3 clusters Score -634121.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Entering Unmasked Estep Score: -943439.875000 Penalty: 2157.024414 Iteration 0F: 2 clusters Score -943439.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -938392.812500 Penalty: 4314.048828 Iteration 0F: 3 clusters Score -938392.8 nChanged 2295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -939684.875000 Penalty: 4314.048828 Iteration 1F: 3 clusters Score -939684.9 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -939937.187500 Penalty: 4314.048828 Iteration 2F: 3 clusters Score -939937.2 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -940156.062500 Penalty: 4314.048828 Iteration 3F: 3 clusters Score -940156.1 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -940369.000000 Penalty: 4314.048828 Iteration 4Q: 3 clusters Score -940369 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -940609.687500 Penalty: 4314.048828 Iteration 5Q: 3 clusters Score -940609.7 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -940902.062500 Penalty: 4314.048828 Iteration 6Q: 3 clusters Score -940902.1 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -941274.375000 Penalty: 4314.048828 Iteration 7F: 3 clusters Score -941274.4 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -941670.437500 Penalty: 4314.048828 Iteration 8F: 3 clusters Score -941670.4 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -942054.812500 Penalty: 4314.048828 Iteration 9F: 3 clusters Score -942054.8 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -942322.062500 Penalty: 4314.048828 Iteration 10Q: 3 clusters Score -942322.1 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -942534.875000 Penalty: 4314.048828 Iteration 11Q: 3 clusters Score -942534.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -942633.562500 Penalty: 4314.048828 Iteration 12Q: 3 clusters Score -942633.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -942681.687500 Penalty: 4314.048828 Iteration 13Q: 3 clusters Score -942681.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -942710.062500 Penalty: 4314.048828 Iteration 14Q: 3 clusters Score -942710.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -942727.375000 Penalty: 4314.048828 Iteration 15Q: 3 clusters Score -942727.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -942734.437500 Penalty: 4314.048828 Iteration 16Q: 3 clusters Score -942734.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -942742.000000 Penalty: 4314.048828 Iteration 17Q: 3 clusters Score -942742 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -942745.187500 Penalty: 4314.048828 Iteration 18Q: 3 clusters Score -942745.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -942744.812500 Penalty: 4314.048828 Iteration 19Q: 3 clusters Score -942744.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -942747.687500 Penalty: 4314.048828 Iteration 20F: 3 clusters Score -942747.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -942751.062500 Penalty: 4314.048828 Iteration 21Q: 3 clusters Score -942751.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -942751.875000 Penalty: 4314.048828 Iteration 22Q: 3 clusters Score -942751.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -942752.875000 Penalty: 4314.048828 Iteration 23Q: 3 clusters Score -942752.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -942750.125000 Penalty: 4314.048828 Iteration 24Q: 3 clusters Score -942750.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -942752.750000 Penalty: 4314.048828 Iteration 25Q: 3 clusters Score -942752.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -942753.750000 Penalty: 4314.048828 Iteration 26Q: 3 clusters Score -942753.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -942754.312500 Penalty: 4314.048828 Iteration 27Q: 3 clusters Score -942754.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -942754.375000 Penalty: 4314.048828 Iteration 28Q: 3 clusters Score -942754.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -942754.375000 Penalty: 4314.048828 Iteration 29F: 3 clusters Score -942754.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Entering Unmasked Estep Score: -631144.000000 Penalty: 2045.440430 Iteration 0F: 2 clusters Score -631144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -627331.937500 Penalty: 4090.880859 Iteration 0F: 3 clusters Score -627331.9 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -628106.562500 Penalty: 4090.880859 Iteration 1F: 3 clusters Score -628106.6 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -628272.937500 Penalty: 4090.880859 Iteration 2F: 3 clusters Score -628272.9 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -628369.625000 Penalty: 4090.880859 Iteration 3Q: 3 clusters Score -628369.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -628425.187500 Penalty: 4090.880859 Iteration 4Q: 3 clusters Score -628425.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -628480.062500 Penalty: 4090.880859 Iteration 5Q: 3 clusters Score -628480.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -628535.187500 Penalty: 4090.880859 Iteration 6Q: 3 clusters Score -628535.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -628581.375000 Penalty: 4090.880859 Iteration 7Q: 3 clusters Score -628581.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -628623.875000 Penalty: 4090.880859 Iteration 8Q: 3 clusters Score -628623.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -628661.125000 Penalty: 4090.880859 Iteration 9Q: 3 clusters Score -628661.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -628695.750000 Penalty: 4090.880859 Iteration 10Q: 3 clusters Score -628695.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -628727.937500 Penalty: 4090.880859 Iteration 11Q: 3 clusters Score -628727.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -628756.062500 Penalty: 4090.880859 Iteration 12Q: 3 clusters Score -628756.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -628788.562500 Penalty: 4090.880859 Iteration 13Q: 3 clusters Score -628788.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -628819.250000 Penalty: 4090.880859 Iteration 14Q: 3 clusters Score -628819.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -628846.312500 Penalty: 4090.880859 Iteration 15Q: 3 clusters Score -628846.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -628875.062500 Penalty: 4090.880859 Iteration 16Q: 3 clusters Score -628875.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -628910.312500 Penalty: 4090.880859 Iteration 17Q: 3 clusters Score -628910.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -628943.750000 Penalty: 4090.880859 Iteration 18Q: 3 clusters Score -628943.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -628975.875000 Penalty: 4090.880859 Iteration 19Q: 3 clusters Score -628975.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -629009.062500 Penalty: 4090.880859 Iteration 20F: 3 clusters Score -629009.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -629047.875000 Penalty: 4090.880859 Iteration 21Q: 3 clusters Score -629047.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -629095.312500 Penalty: 4090.880859 Iteration 22Q: 3 clusters Score -629095.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -629133.437500 Penalty: 4090.880859 Iteration 23Q: 3 clusters Score -629133.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -629168.437500 Penalty: 4090.880859 Iteration 24Q: 3 clusters Score -629168.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -629206.750000 Penalty: 4090.880859 Iteration 25Q: 3 clusters Score -629206.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -629262.687500 Penalty: 4090.880859 Iteration 26Q: 3 clusters Score -629262.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -629301.500000 Penalty: 4090.880859 Iteration 27Q: 3 clusters Score -629301.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -629336.187500 Penalty: 4090.880859 Iteration 28Q: 3 clusters Score -629336.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -629361.687500 Penalty: 4090.880859 Iteration 29Q: 3 clusters Score -629361.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -629384.125000 Penalty: 4090.880859 Iteration 30Q: 3 clusters Score -629384.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -629406.000000 Penalty: 4090.880859 Iteration 31Q: 3 clusters Score -629406 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -629425.687500 Penalty: 4090.880859 Iteration 32Q: 3 clusters Score -629425.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -629438.500000 Penalty: 4090.880859 Iteration 33Q: 3 clusters Score -629438.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -629453.125000 Penalty: 4090.880859 Iteration 34Q: 3 clusters Score -629453.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -629469.062500 Penalty: 4090.880859 Iteration 35Q: 3 clusters Score -629469.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -629484.062500 Penalty: 4090.880859 Iteration 36Q: 3 clusters Score -629484.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -629494.687500 Penalty: 4090.880859 Iteration 37Q: 3 clusters Score -629494.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -629504.562500 Penalty: 4090.880859 Iteration 38Q: 3 clusters Score -629504.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -629519.187500 Penalty: 4090.880859 Iteration 39Q: 3 clusters Score -629519.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -629539.687500 Penalty: 4090.880859 Iteration 40F: 3 clusters Score -629539.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -629557.562500 Penalty: 4090.880859 Iteration 41Q: 3 clusters Score -629557.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -629571.562500 Penalty: 4090.880859 Iteration 42Q: 3 clusters Score -629571.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -629587.750000 Penalty: 4090.880859 Iteration 43Q: 3 clusters Score -629587.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -629603.437500 Penalty: 4090.880859 Iteration 44Q: 3 clusters Score -629603.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -629616.312500 Penalty: 4090.880859 Iteration 45Q: 3 clusters Score -629616.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -629632.437500 Penalty: 4090.880859 Iteration 46Q: 3 clusters Score -629632.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -629646.750000 Penalty: 4090.880859 Iteration 47Q: 3 clusters Score -629646.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -629661.562500 Penalty: 4090.880859 Iteration 48Q: 3 clusters Score -629661.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -629677.375000 Penalty: 4090.880859 Iteration 49Q: 3 clusters Score -629677.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -629688.687500 Penalty: 4090.880859 Iteration 50Q: 3 clusters Score -629688.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -629693.250000 Penalty: 4090.880859 Iteration 51Q: 3 clusters Score -629693.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -629699.312500 Penalty: 4090.880859 Iteration 52Q: 3 clusters Score -629699.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -629700.062500 Penalty: 4090.880859 Iteration 53Q: 3 clusters Score -629700.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -629703.000000 Penalty: 4090.880859 Iteration 54Q: 3 clusters Score -629703 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -629703.750000 Penalty: 4090.880859 Iteration 55Q: 3 clusters Score -629703.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -629703.750000 Penalty: 4090.880859 Iteration 56F: 3 clusters Score -629703.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -49271.558594 Penalty: 1470.538086 Iteration 0F: 2 clusters Score -49271.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -47970.847656 Penalty: 2941.076172 Iteration 0F: 3 clusters Score -47970.85 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -48418.605469 Penalty: 2941.076172 Iteration 1F: 3 clusters Score -48418.61 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -48666.031250 Penalty: 2941.076172 Iteration 2F: 3 clusters Score -48666.03 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -48908.292969 Penalty: 2941.076172 Iteration 3F: 3 clusters Score -48908.29 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -49158.464844 Penalty: 2941.076172 Iteration 4F: 3 clusters Score -49158.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -49325.957031 Penalty: 2941.076172 Iteration 5Q: 3 clusters Score -49325.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -49436.503906 Penalty: 2941.076172 Iteration 6Q: 3 clusters Score -49436.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -49752.222656 Penalty: 2941.076172 Iteration 7Q: 3 clusters Score -49752.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -49752.222656 Penalty: 2941.076172 Iteration 8F: 3 clusters Score -49752.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28765 members Mstep: Class 4 contains 40740 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28792 members Mstep: Class 10 contains 9458 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54627 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3819 members Mstep: Class 20 contains 153 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41547 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Mstep: Class 25 contains 223 members Entering Unmasked Estep Score: -37740688.000000 Penalty: 76699.429688 Splitting cluster 20 changes total score from -37741820.000000 to -37740688.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Entering Unmasked Estep Score: -37226.078125 Penalty: 1421.868652 Iteration 0F: 2 clusters Score -37226.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -36025.363281 Penalty: 2843.737305 Iteration 0F: 3 clusters Score -36025.36 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -36213.218750 Penalty: 2843.737305 Iteration 1F: 3 clusters Score -36213.22 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -36342.250000 Penalty: 2843.737305 Iteration 2F: 3 clusters Score -36342.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -36379.773438 Penalty: 2843.737305 Iteration 3Q: 3 clusters Score -36379.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -36402.445312 Penalty: 2843.737305 Iteration 4Q: 3 clusters Score -36402.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -36412.554688 Penalty: 2843.737305 Iteration 5Q: 3 clusters Score -36412.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -36425.410156 Penalty: 2843.737305 Iteration 6Q: 3 clusters Score -36425.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -36425.410156 Penalty: 2843.737305 Iteration 7F: 3 clusters Score -36425.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (41547 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41547 members Entering Unmasked Estep Score: -6959266.500000 Penalty: 2637.375977 Iteration 0F: 2 clusters Score -6959266 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20964 members Mstep: Class 2 contains 20583 members Entering Unmasked Estep Score: -6934697.000000 Penalty: 5274.751953 Iteration 0F: 3 clusters Score -6934697 nChanged 19053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22221 members Mstep: Class 2 contains 19326 members Entering Unmasked Estep Score: -6945108.500000 Penalty: 5274.751953 Iteration 1F: 3 clusters Score -6945108 nChanged 1820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23075 members Mstep: Class 2 contains 18472 members Entering Unmasked Estep Score: -6945784.500000 Penalty: 5274.751953 Iteration 2Q: 3 clusters Score -6945784 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24267 members Mstep: Class 2 contains 17280 members Entering Unmasked Estep Score: -6946433.500000 Penalty: 5274.751953 Iteration 3Q: 3 clusters Score -6946434 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25930 members Mstep: Class 2 contains 15617 members Entering Unmasked Estep Score: -6947314.000000 Penalty: 5274.751953 Iteration 4Q: 3 clusters Score -6947314 nChanged 2424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28172 members Mstep: Class 2 contains 13375 members Entering Unmasked Estep Score: -6948471.500000 Penalty: 5274.751953 Iteration 5F: 3 clusters Score -6948472 nChanged 2912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30960 members Mstep: Class 2 contains 10587 members Entering Unmasked Estep Score: -6949875.500000 Penalty: 5274.751953 Iteration 6F: 3 clusters Score -6949876 nChanged 3114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34014 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -6951458.500000 Penalty: 5274.751953 Iteration 7F: 3 clusters Score -6951458 nChanged 2770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36748 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -6953060.000000 Penalty: 5274.751953 Iteration 8F: 3 clusters Score -6953060 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38733 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -6954528.000000 Penalty: 5274.751953 Iteration 9Q: 3 clusters Score -6954528 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39935 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -6955530.000000 Penalty: 5274.751953 Iteration 10Q: 3 clusters Score -6955530 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40508 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -6956063.500000 Penalty: 5274.751953 Iteration 11Q: 3 clusters Score -6956064 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40779 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -6956374.500000 Penalty: 5274.751953 Iteration 12Q: 3 clusters Score -6956374 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40906 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -6956550.500000 Penalty: 5274.751953 Iteration 13Q: 3 clusters Score -6956550 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40986 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -6956651.500000 Penalty: 5274.751953 Iteration 14Q: 3 clusters Score -6956652 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41025 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -6956723.500000 Penalty: 5274.751953 Iteration 15Q: 3 clusters Score -6956724 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41042 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -6956762.000000 Penalty: 5274.751953 Iteration 16Q: 3 clusters Score -6956762 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41061 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -6956775.500000 Penalty: 5274.751953 Iteration 17Q: 3 clusters Score -6956776 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41072 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -6956795.500000 Penalty: 5274.751953 Iteration 18Q: 3 clusters Score -6956796 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41075 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -6956793.000000 Penalty: 5274.751953 Iteration 19Q: 3 clusters Score -6956793 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41084 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -6956824.000000 Penalty: 5274.751953 Iteration 20F: 3 clusters Score -6956824 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41094 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -6956830.500000 Penalty: 5274.751953 Iteration 21Q: 3 clusters Score -6956830 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41101 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -6956852.000000 Penalty: 5274.751953 Iteration 22Q: 3 clusters Score -6956852 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41104 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -6956859.500000 Penalty: 5274.751953 Iteration 23Q: 3 clusters Score -6956860 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41108 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -6956864.500000 Penalty: 5274.751953 Iteration 24Q: 3 clusters Score -6956864 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41112 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -6956870.000000 Penalty: 5274.751953 Iteration 25Q: 3 clusters Score -6956870 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41113 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -6956869.500000 Penalty: 5274.751953 Iteration 26Q: 3 clusters Score -6956870 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41114 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -6956872.000000 Penalty: 5274.751953 Iteration 27Q: 3 clusters Score -6956872 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41115 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -6956875.500000 Penalty: 5274.751953 Iteration 28Q: 3 clusters Score -6956876 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41114 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -6956879.500000 Penalty: 5274.751953 Iteration 29Q: 3 clusters Score -6956880 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41112 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -6956886.500000 Penalty: 5274.751953 Iteration 30Q: 3 clusters Score -6956886 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41113 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -6956892.000000 Penalty: 5274.751953 Iteration 31Q: 3 clusters Score -6956892 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41115 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -6956891.000000 Penalty: 5274.751953 Iteration 32Q: 3 clusters Score -6956891 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41118 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -6956886.500000 Penalty: 5274.751953 Iteration 33Q: 3 clusters Score -6956886 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41119 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -6956890.500000 Penalty: 5274.751953 Iteration 34Q: 3 clusters Score -6956890 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41121 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -6956892.500000 Penalty: 5274.751953 Iteration 35Q: 3 clusters Score -6956892 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41123 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -6956892.000000 Penalty: 5274.751953 Iteration 36Q: 3 clusters Score -6956892 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41123 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -6956892.000000 Penalty: 5274.751953 Iteration 37F: 3 clusters Score -6956892 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -25007.843750 Penalty: 1331.918213 Iteration 0F: 2 clusters Score -25007.84 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 103 members Entering Unmasked Estep Score: -24042.140625 Penalty: 2663.836426 Iteration 0F: 3 clusters Score -24042.14 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -24167.039062 Penalty: 2663.836426 Iteration 1F: 3 clusters Score -24167.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -24248.347656 Penalty: 2663.836426 Iteration 2Q: 3 clusters Score -24248.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -24319.082031 Penalty: 2663.836426 Iteration 3Q: 3 clusters Score -24319.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -24346.736328 Penalty: 2663.836426 Iteration 4Q: 3 clusters Score -24346.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -24349.636719 Penalty: 2663.836426 Iteration 5Q: 3 clusters Score -24349.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -24349.636719 Penalty: 2663.836426 Iteration 6F: 3 clusters Score -24349.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Entering Unmasked Estep Score: -297746.937500 Penalty: 1881.149658 Iteration 0F: 2 clusters Score -297746.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -295137.750000 Penalty: 3762.299316 Iteration 0F: 3 clusters Score -295137.8 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -295623.031250 Penalty: 3762.299316 Iteration 1F: 3 clusters Score -295623 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -295851.343750 Penalty: 3762.299316 Iteration 2F: 3 clusters Score -295851.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -296027.906250 Penalty: 3762.299316 Iteration 3F: 3 clusters Score -296027.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -296182.125000 Penalty: 3762.299316 Iteration 4Q: 3 clusters Score -296182.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -296349.843750 Penalty: 3762.299316 Iteration 5F: 3 clusters Score -296349.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -296527.468750 Penalty: 3762.299316 Iteration 6Q: 3 clusters Score -296527.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -296689.781250 Penalty: 3762.299316 Iteration 7F: 3 clusters Score -296689.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -296858.687500 Penalty: 3762.299316 Iteration 8Q: 3 clusters Score -296858.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -297045.031250 Penalty: 3762.299316 Iteration 9Q: 3 clusters Score -297045 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -297220.937500 Penalty: 3762.299316 Iteration 10Q: 3 clusters Score -297220.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -297321.968750 Penalty: 3762.299316 Iteration 11Q: 3 clusters Score -297322 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -297399.531250 Penalty: 3762.299316 Iteration 12Q: 3 clusters Score -297399.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -297452.531250 Penalty: 3762.299316 Iteration 13Q: 3 clusters Score -297452.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -297480.343750 Penalty: 3762.299316 Iteration 14Q: 3 clusters Score -297480.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -297497.250000 Penalty: 3762.299316 Iteration 15Q: 3 clusters Score -297497.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -297509.093750 Penalty: 3762.299316 Iteration 16Q: 3 clusters Score -297509.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -297519.593750 Penalty: 3762.299316 Iteration 17Q: 3 clusters Score -297519.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -297525.156250 Penalty: 3762.299316 Iteration 18Q: 3 clusters Score -297525.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -297529.156250 Penalty: 3762.299316 Iteration 19Q: 3 clusters Score -297529.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -297530.500000 Penalty: 3762.299316 Iteration 20F: 3 clusters Score -297530.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -297531.750000 Penalty: 3762.299316 Iteration 21Q: 3 clusters Score -297531.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -297531.750000 Penalty: 3762.299316 Iteration 22F: 3 clusters Score -297531.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28765 members Mstep: Class 4 contains 40740 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28792 members Mstep: Class 10 contains 9458 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54627 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3819 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41547 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741800.000000 Penalty: 73631.453125 Iteration 399Q: 25 clusters Score -3.77418e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28760 members Mstep: Class 4 contains 40722 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28793 members Mstep: Class 10 contains 9459 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54653 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3818 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41547 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741856.000000 Penalty: 73631.453125 Iteration 400F: 25 clusters Score -3.774186e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28755 members Mstep: Class 4 contains 40713 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28787 members Mstep: Class 10 contains 9461 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54671 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3817 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41555 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741868.000000 Penalty: 73631.453125 Iteration 401Q: 25 clusters Score -3.774187e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28753 members Mstep: Class 4 contains 40688 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28785 members Mstep: Class 10 contains 9462 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54696 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3816 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41570 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741760.000000 Penalty: 73631.453125 Iteration 402Q: 25 clusters Score -3.774176e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28749 members Mstep: Class 4 contains 40682 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28782 members Mstep: Class 10 contains 9458 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54712 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3815 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41583 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741772.000000 Penalty: 73631.453125 Iteration 403Q: 25 clusters Score -3.774177e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28745 members Mstep: Class 4 contains 40677 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28776 members Mstep: Class 10 contains 9457 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54727 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3863 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3814 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41598 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741736.000000 Penalty: 73631.453125 Iteration 404Q: 25 clusters Score -3.774174e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28746 members Mstep: Class 4 contains 40670 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28775 members Mstep: Class 10 contains 9448 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54738 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5985 members Mstep: Class 19 contains 3812 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41618 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741744.000000 Penalty: 73631.453125 Iteration 405Q: 25 clusters Score -3.774174e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28745 members Mstep: Class 4 contains 40654 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 28774 members Mstep: Class 10 contains 9449 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54748 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5984 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41639 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741736.000000 Penalty: 73631.453125 Iteration 406Q: 25 clusters Score -3.774174e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28747 members Mstep: Class 4 contains 40644 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28768 members Mstep: Class 10 contains 9454 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54764 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5984 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41645 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741728.000000 Penalty: 73631.453125 Iteration 407Q: 25 clusters Score -3.774173e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28747 members Mstep: Class 4 contains 40625 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28766 members Mstep: Class 10 contains 9458 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54782 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5983 members Mstep: Class 19 contains 3811 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41659 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741776.000000 Penalty: 73631.453125 Iteration 408Q: 25 clusters Score -3.774178e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28745 members Mstep: Class 4 contains 40621 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28761 members Mstep: Class 10 contains 9452 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54795 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 5983 members Mstep: Class 19 contains 3810 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41684 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741708.000000 Penalty: 73631.453125 Iteration 409Q: 25 clusters Score -3.774171e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28743 members Mstep: Class 4 contains 40612 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28753 members Mstep: Class 10 contains 9454 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54800 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3861 members Mstep: Class 18 contains 5984 members Mstep: Class 19 contains 3809 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41707 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741700.000000 Penalty: 73631.453125 Iteration 410Q: 25 clusters Score -3.77417e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28742 members Mstep: Class 4 contains 40602 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1052 members Mstep: Class 9 contains 28745 members Mstep: Class 10 contains 9448 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54814 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5985 members Mstep: Class 19 contains 3805 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41729 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741676.000000 Penalty: 73631.453125 Iteration 411Q: 25 clusters Score -3.774168e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28744 members Mstep: Class 4 contains 40587 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28738 members Mstep: Class 10 contains 9448 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54811 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3803 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41755 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741728.000000 Penalty: 73631.453125 Iteration 412Q: 25 clusters Score -3.774173e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28747 members Mstep: Class 4 contains 40574 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28737 members Mstep: Class 10 contains 9446 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54816 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3802 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41775 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741708.000000 Penalty: 73631.453125 Iteration 413Q: 25 clusters Score -3.774171e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28745 members Mstep: Class 4 contains 40560 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28729 members Mstep: Class 10 contains 9441 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54823 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3861 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3801 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41795 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741684.000000 Penalty: 73631.453125 Iteration 414Q: 25 clusters Score -3.774168e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28743 members Mstep: Class 4 contains 40549 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 28720 members Mstep: Class 10 contains 9441 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54827 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3861 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3800 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41815 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741680.000000 Penalty: 73631.453125 Iteration 415Q: 25 clusters Score -3.774168e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28741 members Mstep: Class 4 contains 40544 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28712 members Mstep: Class 10 contains 9448 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54821 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3799 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41835 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741664.000000 Penalty: 73631.453125 Iteration 416Q: 25 clusters Score -3.774166e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28738 members Mstep: Class 4 contains 40535 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28708 members Mstep: Class 10 contains 9453 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54818 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5985 members Mstep: Class 19 contains 3797 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41853 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741632.000000 Penalty: 73631.453125 Iteration 417Q: 25 clusters Score -3.774163e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28732 members Mstep: Class 4 contains 40524 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28707 members Mstep: Class 10 contains 9457 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54814 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3797 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41868 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741624.000000 Penalty: 73631.453125 Iteration 418Q: 25 clusters Score -3.774162e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28729 members Mstep: Class 4 contains 40529 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28704 members Mstep: Class 10 contains 9456 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54799 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3796 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41889 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741632.000000 Penalty: 73631.453125 Iteration 419Q: 25 clusters Score -3.774163e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28730 members Mstep: Class 4 contains 40524 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28699 members Mstep: Class 10 contains 9454 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54802 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41896 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741644.000000 Penalty: 73631.453125 Iteration 420F: 25 clusters Score -3.774164e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28728 members Mstep: Class 4 contains 40518 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28695 members Mstep: Class 10 contains 9453 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54794 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41915 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741668.000000 Penalty: 73631.453125 Iteration 421Q: 25 clusters Score -3.774167e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28728 members Mstep: Class 4 contains 40517 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28693 members Mstep: Class 10 contains 9452 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54784 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41932 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741712.000000 Penalty: 73631.453125 Iteration 422Q: 25 clusters Score -3.774171e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28727 members Mstep: Class 4 contains 40513 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28693 members Mstep: Class 10 contains 9452 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54782 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41939 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741704.000000 Penalty: 73631.453125 Iteration 423Q: 25 clusters Score -3.77417e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28729 members Mstep: Class 4 contains 40512 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28692 members Mstep: Class 10 contains 9451 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54780 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41945 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741732.000000 Penalty: 73631.453125 Iteration 424Q: 25 clusters Score -3.774173e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28730 members Mstep: Class 4 contains 40510 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28693 members Mstep: Class 10 contains 9450 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54766 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41964 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741740.000000 Penalty: 73631.453125 Iteration 425Q: 25 clusters Score -3.774174e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28730 members Mstep: Class 4 contains 40510 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28692 members Mstep: Class 10 contains 9450 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54755 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41979 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741736.000000 Penalty: 73631.453125 Iteration 426Q: 25 clusters Score -3.774174e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28729 members Mstep: Class 4 contains 40506 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28692 members Mstep: Class 10 contains 9450 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54748 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41991 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741732.000000 Penalty: 73631.453125 Iteration 427Q: 25 clusters Score -3.774173e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28730 members Mstep: Class 4 contains 40506 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28692 members Mstep: Class 10 contains 9448 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54742 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 41999 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741720.000000 Penalty: 73631.453125 Iteration 428Q: 25 clusters Score -3.774172e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28730 members Mstep: Class 4 contains 40501 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28692 members Mstep: Class 10 contains 9447 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54739 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42007 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741720.000000 Penalty: 73631.453125 Iteration 429Q: 25 clusters Score -3.774172e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28730 members Mstep: Class 4 contains 40498 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28692 members Mstep: Class 10 contains 9446 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54730 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42020 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741668.000000 Penalty: 73631.453125 Iteration 430Q: 25 clusters Score -3.774167e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28730 members Mstep: Class 4 contains 40494 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28692 members Mstep: Class 10 contains 9444 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54730 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42026 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741664.000000 Penalty: 73631.453125 Iteration 431Q: 25 clusters Score -3.774166e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28729 members Mstep: Class 4 contains 40492 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28691 members Mstep: Class 10 contains 9441 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54721 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42043 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741664.000000 Penalty: 73631.453125 Iteration 432Q: 25 clusters Score -3.774166e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28726 members Mstep: Class 4 contains 40487 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28691 members Mstep: Class 10 contains 9441 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54716 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42057 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741672.000000 Penalty: 73631.453125 Iteration 433Q: 25 clusters Score -3.774167e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28721 members Mstep: Class 4 contains 40482 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28691 members Mstep: Class 10 contains 9446 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54711 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3793 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42067 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741664.000000 Penalty: 73631.453125 Iteration 434Q: 25 clusters Score -3.774166e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28718 members Mstep: Class 4 contains 40473 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28690 members Mstep: Class 10 contains 9445 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54722 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3793 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42071 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741656.000000 Penalty: 73631.453125 Iteration 435Q: 25 clusters Score -3.774166e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28714 members Mstep: Class 4 contains 40466 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28690 members Mstep: Class 10 contains 9448 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54734 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3793 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42069 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741652.000000 Penalty: 73631.453125 Iteration 436Q: 25 clusters Score -3.774165e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28704 members Mstep: Class 4 contains 40455 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28690 members Mstep: Class 10 contains 9458 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54736 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3793 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42078 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741672.000000 Penalty: 73631.453125 Iteration 437Q: 25 clusters Score -3.774167e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28694 members Mstep: Class 4 contains 40449 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28689 members Mstep: Class 10 contains 9469 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54741 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3793 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42078 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741704.000000 Penalty: 73631.453125 Iteration 438Q: 25 clusters Score -3.77417e+07 nChanged 51 Entering ConstructFrom: Score: -37741704.000000 Penalty: 73631.453125 Entering ConstructFrom: Trying to split cluster 1 (5343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Entering Unmasked Estep Score: -897269.187500 Penalty: 2128.718506 Iteration 0F: 2 clusters Score -897269.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -892492.000000 Penalty: 4257.437012 Iteration 0F: 3 clusters Score -892492 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -893610.500000 Penalty: 4257.437012 Iteration 1F: 3 clusters Score -893610.5 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -893847.375000 Penalty: 4257.437012 Iteration 2F: 3 clusters Score -893847.4 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -894003.375000 Penalty: 4257.437012 Iteration 3F: 3 clusters Score -894003.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -894103.937500 Penalty: 4257.437012 Iteration 4Q: 3 clusters Score -894103.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -894170.500000 Penalty: 4257.437012 Iteration 5Q: 3 clusters Score -894170.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -894234.062500 Penalty: 4257.437012 Iteration 6Q: 3 clusters Score -894234.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -894295.625000 Penalty: 4257.437012 Iteration 7Q: 3 clusters Score -894295.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -894342.812500 Penalty: 4257.437012 Iteration 8Q: 3 clusters Score -894342.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -894386.750000 Penalty: 4257.437012 Iteration 9Q: 3 clusters Score -894386.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -894435.625000 Penalty: 4257.437012 Iteration 10Q: 3 clusters Score -894435.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -894485.937500 Penalty: 4257.437012 Iteration 11Q: 3 clusters Score -894485.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -894524.187500 Penalty: 4257.437012 Iteration 12Q: 3 clusters Score -894524.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -894563.375000 Penalty: 4257.437012 Iteration 13Q: 3 clusters Score -894563.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -894605.562500 Penalty: 4257.437012 Iteration 14Q: 3 clusters Score -894605.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -894652.312500 Penalty: 4257.437012 Iteration 15Q: 3 clusters Score -894652.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -894692.437500 Penalty: 4257.437012 Iteration 16Q: 3 clusters Score -894692.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -894732.937500 Penalty: 4257.437012 Iteration 17Q: 3 clusters Score -894732.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -894765.375000 Penalty: 4257.437012 Iteration 18Q: 3 clusters Score -894765.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -894793.250000 Penalty: 4257.437012 Iteration 19Q: 3 clusters Score -894793.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -894820.625000 Penalty: 4257.437012 Iteration 20F: 3 clusters Score -894820.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -894836.000000 Penalty: 4257.437012 Iteration 21Q: 3 clusters Score -894836 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -894849.500000 Penalty: 4257.437012 Iteration 22Q: 3 clusters Score -894849.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -894859.500000 Penalty: 4257.437012 Iteration 23Q: 3 clusters Score -894859.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -894865.312500 Penalty: 4257.437012 Iteration 24Q: 3 clusters Score -894865.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -894875.062500 Penalty: 4257.437012 Iteration 25Q: 3 clusters Score -894875.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -894881.062500 Penalty: 4257.437012 Iteration 26Q: 3 clusters Score -894881.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -894890.750000 Penalty: 4257.437012 Iteration 27Q: 3 clusters Score -894890.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -894903.375000 Penalty: 4257.437012 Iteration 28Q: 3 clusters Score -894903.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -894914.812500 Penalty: 4257.437012 Iteration 29Q: 3 clusters Score -894914.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -894923.437500 Penalty: 4257.437012 Iteration 30Q: 3 clusters Score -894923.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -894935.687500 Penalty: 4257.437012 Iteration 31Q: 3 clusters Score -894935.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -894940.625000 Penalty: 4257.437012 Iteration 32Q: 3 clusters Score -894940.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -894947.750000 Penalty: 4257.437012 Iteration 33Q: 3 clusters Score -894947.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -894954.812500 Penalty: 4257.437012 Iteration 34Q: 3 clusters Score -894954.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -894959.937500 Penalty: 4257.437012 Iteration 35Q: 3 clusters Score -894959.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -894962.000000 Penalty: 4257.437012 Iteration 36Q: 3 clusters Score -894962 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -894966.125000 Penalty: 4257.437012 Iteration 37Q: 3 clusters Score -894966.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -894967.125000 Penalty: 4257.437012 Iteration 38Q: 3 clusters Score -894967.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -894972.562500 Penalty: 4257.437012 Iteration 39Q: 3 clusters Score -894972.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -894976.062500 Penalty: 4257.437012 Iteration 40F: 3 clusters Score -894976.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -894976.500000 Penalty: 4257.437012 Iteration 41Q: 3 clusters Score -894976.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -894979.312500 Penalty: 4257.437012 Iteration 42Q: 3 clusters Score -894979.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -894982.375000 Penalty: 4257.437012 Iteration 43Q: 3 clusters Score -894982.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -894983.750000 Penalty: 4257.437012 Iteration 44Q: 3 clusters Score -894983.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -894985.625000 Penalty: 4257.437012 Iteration 45Q: 3 clusters Score -894985.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -894988.812500 Penalty: 4257.437012 Iteration 46Q: 3 clusters Score -894988.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -894987.937500 Penalty: 4257.437012 Iteration 47Q: 3 clusters Score -894987.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -894990.812500 Penalty: 4257.437012 Iteration 48Q: 3 clusters Score -894990.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -894991.000000 Penalty: 4257.437012 Iteration 49Q: 3 clusters Score -894991 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -894992.062500 Penalty: 4257.437012 Iteration 50Q: 3 clusters Score -894992.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -894994.125000 Penalty: 4257.437012 Iteration 51Q: 3 clusters Score -894994.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -894991.937500 Penalty: 4257.437012 Iteration 52Q: 3 clusters Score -894991.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -894991.937500 Penalty: 4257.437012 Iteration 53F: 3 clusters Score -894991.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Entering Unmasked Estep Score: -23419.242188 Penalty: 1388.408691 Iteration 0F: 2 clusters Score -23419.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -22577.617188 Penalty: 2776.817383 Iteration 0F: 3 clusters Score -22577.62 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -22945.363281 Penalty: 2776.817383 Iteration 1F: 3 clusters Score -22945.36 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -23250.953125 Penalty: 2776.817383 Iteration 2F: 3 clusters Score -23250.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -23474.455078 Penalty: 2776.817383 Iteration 3Q: 3 clusters Score -23474.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -23606.501953 Penalty: 2776.817383 Iteration 4Q: 3 clusters Score -23606.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -23768.019531 Penalty: 2776.817383 Iteration 5Q: 3 clusters Score -23768.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -23778.130859 Penalty: 2776.817383 Iteration 6Q: 3 clusters Score -23778.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -23864.195312 Penalty: 2776.817383 Iteration 7Q: 3 clusters Score -23864.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -23898.701172 Penalty: 2776.817383 Iteration 8Q: 3 clusters Score -23898.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -23977.503906 Penalty: 2776.817383 Iteration 9Q: 3 clusters Score -23977.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -23994.148438 Penalty: 2776.817383 Iteration 10Q: 3 clusters Score -23994.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -24008.486328 Penalty: 2776.817383 Iteration 11F: 3 clusters Score -24008.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -24053.962891 Penalty: 2776.817383 Iteration 12Q: 3 clusters Score -24053.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -24132.414062 Penalty: 2776.817383 Iteration 13Q: 3 clusters Score -24132.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -24164.490234 Penalty: 2776.817383 Iteration 14Q: 3 clusters Score -24164.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -24282.187500 Penalty: 2776.817383 Iteration 15Q: 3 clusters Score -24282.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -24302.847656 Penalty: 2776.817383 Iteration 16Q: 3 clusters Score -24302.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -24302.847656 Penalty: 2776.817383 Iteration 17F: 3 clusters Score -24302.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 177 members Mstep: Class 3 contains 28684 members Mstep: Class 4 contains 40438 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28688 members Mstep: Class 10 contains 9480 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54748 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3793 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42080 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Mstep: Class 25 contains 93 members Entering Unmasked Estep Score: -37740972.000000 Penalty: 76699.429688 Splitting cluster 2 changes total score from -37741704.000000 to -37740972.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (28684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28684 members Entering Unmasked Estep Score: -4608061.500000 Penalty: 2545.495361 Iteration 0F: 2 clusters Score -4608062 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14291 members Mstep: Class 2 contains 14393 members Entering Unmasked Estep Score: -4588369.500000 Penalty: 5090.990723 Iteration 0F: 3 clusters Score -4588370 nChanged 12860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14093 members Mstep: Class 2 contains 14591 members Entering Unmasked Estep Score: -4595306.500000 Penalty: 5090.990723 Iteration 1F: 3 clusters Score -4595306 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13846 members Mstep: Class 2 contains 14838 members Entering Unmasked Estep Score: -4595784.000000 Penalty: 5090.990723 Iteration 2Q: 3 clusters Score -4595784 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13523 members Mstep: Class 2 contains 15161 members Entering Unmasked Estep Score: -4596195.500000 Penalty: 5090.990723 Iteration 3Q: 3 clusters Score -4596196 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13095 members Mstep: Class 2 contains 15589 members Entering Unmasked Estep Score: -4596607.000000 Penalty: 5090.990723 Iteration 4Q: 3 clusters Score -4596607 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12545 members Mstep: Class 2 contains 16139 members Entering Unmasked Estep Score: -4597058.000000 Penalty: 5090.990723 Iteration 5Q: 3 clusters Score -4597058 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11782 members Mstep: Class 2 contains 16902 members Entering Unmasked Estep Score: -4597614.500000 Penalty: 5090.990723 Iteration 6Q: 3 clusters Score -4597614 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10861 members Mstep: Class 2 contains 17823 members Entering Unmasked Estep Score: -4598259.000000 Penalty: 5090.990723 Iteration 7Q: 3 clusters Score -4598259 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 18899 members Entering Unmasked Estep Score: -4598959.000000 Penalty: 5090.990723 Iteration 8Q: 3 clusters Score -4598959 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8450 members Mstep: Class 2 contains 20234 members Entering Unmasked Estep Score: -4599917.500000 Penalty: 5090.990723 Iteration 9F: 3 clusters Score -4599918 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 21721 members Entering Unmasked Estep Score: -4601022.500000 Penalty: 5090.990723 Iteration 10F: 3 clusters Score -4601022 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 23154 members Entering Unmasked Estep Score: -4602160.500000 Penalty: 5090.990723 Iteration 11F: 3 clusters Score -4602160 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 24461 members Entering Unmasked Estep Score: -4603240.000000 Penalty: 5090.990723 Iteration 12Q: 3 clusters Score -4603240 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 25532 members Entering Unmasked Estep Score: -4604128.500000 Penalty: 5090.990723 Iteration 13Q: 3 clusters Score -4604128 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 26317 members Entering Unmasked Estep Score: -4604806.000000 Penalty: 5090.990723 Iteration 14Q: 3 clusters Score -4604806 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 26854 members Entering Unmasked Estep Score: -4605259.500000 Penalty: 5090.990723 Iteration 15Q: 3 clusters Score -4605260 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 27209 members Entering Unmasked Estep Score: -4605527.000000 Penalty: 5090.990723 Iteration 16Q: 3 clusters Score -4605527 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 27431 members Entering Unmasked Estep Score: -4605671.000000 Penalty: 5090.990723 Iteration 17Q: 3 clusters Score -4605671 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 27590 members Entering Unmasked Estep Score: -4605796.000000 Penalty: 5090.990723 Iteration 18Q: 3 clusters Score -4605796 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 27688 members Entering Unmasked Estep Score: -4605862.000000 Penalty: 5090.990723 Iteration 19Q: 3 clusters Score -4605862 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 27758 members Entering Unmasked Estep Score: -4605906.500000 Penalty: 5090.990723 Iteration 20F: 3 clusters Score -4605906 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 27804 members Entering Unmasked Estep Score: -4605936.500000 Penalty: 5090.990723 Iteration 21Q: 3 clusters Score -4605936 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 27838 members Entering Unmasked Estep Score: -4605948.500000 Penalty: 5090.990723 Iteration 22Q: 3 clusters Score -4605948 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 27869 members Entering Unmasked Estep Score: -4605967.500000 Penalty: 5090.990723 Iteration 23Q: 3 clusters Score -4605968 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 27893 members Entering Unmasked Estep Score: -4605973.000000 Penalty: 5090.990723 Iteration 24Q: 3 clusters Score -4605973 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 27912 members Entering Unmasked Estep Score: -4605979.500000 Penalty: 5090.990723 Iteration 25Q: 3 clusters Score -4605980 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 27929 members Entering Unmasked Estep Score: -4605998.000000 Penalty: 5090.990723 Iteration 26Q: 3 clusters Score -4605998 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 27946 members Entering Unmasked Estep Score: -4606006.000000 Penalty: 5090.990723 Iteration 27Q: 3 clusters Score -4606006 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 27954 members Entering Unmasked Estep Score: -4606010.500000 Penalty: 5090.990723 Iteration 28Q: 3 clusters Score -4606010 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 27958 members Entering Unmasked Estep Score: -4606013.000000 Penalty: 5090.990723 Iteration 29Q: 3 clusters Score -4606013 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 27966 members Entering Unmasked Estep Score: -4606019.000000 Penalty: 5090.990723 Iteration 30Q: 3 clusters Score -4606019 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 27972 members Entering Unmasked Estep Score: -4606020.500000 Penalty: 5090.990723 Iteration 31Q: 3 clusters Score -4606020 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 27975 members Entering Unmasked Estep Score: -4606026.500000 Penalty: 5090.990723 Iteration 32Q: 3 clusters Score -4606026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 27979 members Entering Unmasked Estep Score: -4606025.500000 Penalty: 5090.990723 Iteration 33Q: 3 clusters Score -4606026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 27983 members Entering Unmasked Estep Score: -4606028.000000 Penalty: 5090.990723 Iteration 34Q: 3 clusters Score -4606028 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 27986 members Entering Unmasked Estep Score: -4606033.500000 Penalty: 5090.990723 Iteration 35Q: 3 clusters Score -4606034 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 27989 members Entering Unmasked Estep Score: -4606032.500000 Penalty: 5090.990723 Iteration 36Q: 3 clusters Score -4606032 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 27993 members Entering Unmasked Estep Score: -4606036.500000 Penalty: 5090.990723 Iteration 37Q: 3 clusters Score -4606036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 27994 members Entering Unmasked Estep Score: -4606035.000000 Penalty: 5090.990723 Iteration 38Q: 3 clusters Score -4606035 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 27995 members Entering Unmasked Estep Score: -4606034.000000 Penalty: 5090.990723 Iteration 39Q: 3 clusters Score -4606034 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 28001 members Entering Unmasked Estep Score: -4606030.000000 Penalty: 5090.990723 Iteration 40F: 3 clusters Score -4606030 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 28005 members Entering Unmasked Estep Score: -4606036.000000 Penalty: 5090.990723 Iteration 41Q: 3 clusters Score -4606036 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 28009 members Entering Unmasked Estep Score: -4606047.000000 Penalty: 5090.990723 Iteration 42Q: 3 clusters Score -4606047 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 28013 members Entering Unmasked Estep Score: -4606049.000000 Penalty: 5090.990723 Iteration 43Q: 3 clusters Score -4606049 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 28020 members Entering Unmasked Estep Score: -4606050.500000 Penalty: 5090.990723 Iteration 44Q: 3 clusters Score -4606050 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 28024 members Entering Unmasked Estep Score: -4606054.000000 Penalty: 5090.990723 Iteration 45Q: 3 clusters Score -4606054 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 28031 members Entering Unmasked Estep Score: -4606066.500000 Penalty: 5090.990723 Iteration 46Q: 3 clusters Score -4606066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 28037 members Entering Unmasked Estep Score: -4606067.500000 Penalty: 5090.990723 Iteration 47Q: 3 clusters Score -4606068 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 28043 members Entering Unmasked Estep Score: -4606072.500000 Penalty: 5090.990723 Iteration 48Q: 3 clusters Score -4606072 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 28048 members Entering Unmasked Estep Score: -4606072.000000 Penalty: 5090.990723 Iteration 49Q: 3 clusters Score -4606072 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 28048 members Entering Unmasked Estep Score: -4606072.000000 Penalty: 5090.990723 Iteration 50F: 3 clusters Score -4606072 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (40438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40438 members Entering Unmasked Estep Score: -6549828.000000 Penalty: 2630.666260 Iteration 0F: 2 clusters Score -6549828 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20174 members Mstep: Class 2 contains 20264 members Entering Unmasked Estep Score: -6522578.500000 Penalty: 5261.332520 Iteration 0F: 3 clusters Score -6522578 nChanged 18533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19261 members Mstep: Class 2 contains 21177 members Entering Unmasked Estep Score: -6533046.500000 Penalty: 5261.332520 Iteration 1F: 3 clusters Score -6533046 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18452 members Mstep: Class 2 contains 21986 members Entering Unmasked Estep Score: -6533923.000000 Penalty: 5261.332520 Iteration 2F: 3 clusters Score -6533923 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17279 members Mstep: Class 2 contains 23159 members Entering Unmasked Estep Score: -6535194.500000 Penalty: 5261.332520 Iteration 3F: 3 clusters Score -6535194 nChanged 2798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15551 members Mstep: Class 2 contains 24887 members Entering Unmasked Estep Score: -6537233.500000 Penalty: 5261.332520 Iteration 4F: 3 clusters Score -6537234 nChanged 3275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13476 members Mstep: Class 2 contains 26962 members Entering Unmasked Estep Score: -6540162.500000 Penalty: 5261.332520 Iteration 5F: 3 clusters Score -6540162 nChanged 3436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11328 members Mstep: Class 2 contains 29110 members Entering Unmasked Estep Score: -6543096.500000 Penalty: 5261.332520 Iteration 6F: 3 clusters Score -6543096 nChanged 2908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 31042 members Entering Unmasked Estep Score: -6545350.500000 Penalty: 5261.332520 Iteration 7F: 3 clusters Score -6545350 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 32531 members Entering Unmasked Estep Score: -6546583.500000 Penalty: 5261.332520 Iteration 8F: 3 clusters Score -6546584 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 33707 members Entering Unmasked Estep Score: -6547451.500000 Penalty: 5261.332520 Iteration 9Q: 3 clusters Score -6547452 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 34621 members Entering Unmasked Estep Score: -6547945.500000 Penalty: 5261.332520 Iteration 10Q: 3 clusters Score -6547946 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 35319 members Entering Unmasked Estep Score: -6548312.500000 Penalty: 5261.332520 Iteration 11Q: 3 clusters Score -6548312 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 35865 members Entering Unmasked Estep Score: -6548536.000000 Penalty: 5261.332520 Iteration 12Q: 3 clusters Score -6548536 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 36275 members Entering Unmasked Estep Score: -6548698.500000 Penalty: 5261.332520 Iteration 13Q: 3 clusters Score -6548698 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 36605 members Entering Unmasked Estep Score: -6548882.000000 Penalty: 5261.332520 Iteration 14Q: 3 clusters Score -6548882 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 36888 members Entering Unmasked Estep Score: -6549003.500000 Penalty: 5261.332520 Iteration 15Q: 3 clusters Score -6549004 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 37103 members Entering Unmasked Estep Score: -6549093.000000 Penalty: 5261.332520 Iteration 16Q: 3 clusters Score -6549093 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 37249 members Entering Unmasked Estep Score: -6549116.000000 Penalty: 5261.332520 Iteration 17Q: 3 clusters Score -6549116 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 37366 members Entering Unmasked Estep Score: -6549156.500000 Penalty: 5261.332520 Iteration 18Q: 3 clusters Score -6549156 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 37468 members Entering Unmasked Estep Score: -6549191.000000 Penalty: 5261.332520 Iteration 19Q: 3 clusters Score -6549191 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 37530 members Entering Unmasked Estep Score: -6549197.000000 Penalty: 5261.332520 Iteration 20F: 3 clusters Score -6549197 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 37589 members Entering Unmasked Estep Score: -6549208.500000 Penalty: 5261.332520 Iteration 21Q: 3 clusters Score -6549208 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 37634 members Entering Unmasked Estep Score: -6549231.500000 Penalty: 5261.332520 Iteration 22Q: 3 clusters Score -6549232 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 37670 members Entering Unmasked Estep Score: -6549249.500000 Penalty: 5261.332520 Iteration 23Q: 3 clusters Score -6549250 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 37704 members Entering Unmasked Estep Score: -6549250.000000 Penalty: 5261.332520 Iteration 24Q: 3 clusters Score -6549250 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 37735 members Entering Unmasked Estep Score: -6549249.000000 Penalty: 5261.332520 Iteration 25Q: 3 clusters Score -6549249 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 37761 members Entering Unmasked Estep Score: -6549250.000000 Penalty: 5261.332520 Iteration 26Q: 3 clusters Score -6549250 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 37785 members Entering Unmasked Estep Score: -6549250.500000 Penalty: 5261.332520 Iteration 27Q: 3 clusters Score -6549250 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 37803 members Entering Unmasked Estep Score: -6549254.000000 Penalty: 5261.332520 Iteration 28Q: 3 clusters Score -6549254 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 37814 members Entering Unmasked Estep Score: -6549259.500000 Penalty: 5261.332520 Iteration 29Q: 3 clusters Score -6549260 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 37828 members Entering Unmasked Estep Score: -6549264.500000 Penalty: 5261.332520 Iteration 30Q: 3 clusters Score -6549264 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 37839 members Entering Unmasked Estep Score: -6549267.000000 Penalty: 5261.332520 Iteration 31Q: 3 clusters Score -6549267 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 37841 members Entering Unmasked Estep Score: -6549269.000000 Penalty: 5261.332520 Iteration 32Q: 3 clusters Score -6549269 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 37845 members Entering Unmasked Estep Score: -6549266.000000 Penalty: 5261.332520 Iteration 33Q: 3 clusters Score -6549266 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 37851 members Entering Unmasked Estep Score: -6549274.000000 Penalty: 5261.332520 Iteration 34Q: 3 clusters Score -6549274 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 37858 members Entering Unmasked Estep Score: -6549269.500000 Penalty: 5261.332520 Iteration 35Q: 3 clusters Score -6549270 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 37864 members Entering Unmasked Estep Score: -6549267.500000 Penalty: 5261.332520 Iteration 36Q: 3 clusters Score -6549268 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 37870 members Entering Unmasked Estep Score: -6549267.000000 Penalty: 5261.332520 Iteration 37Q: 3 clusters Score -6549267 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 37874 members Entering Unmasked Estep Score: -6549266.500000 Penalty: 5261.332520 Iteration 38Q: 3 clusters Score -6549266 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 37874 members Entering Unmasked Estep Score: -6549266.500000 Penalty: 5261.332520 Iteration 39F: 3 clusters Score -6549266 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Entering Unmasked Estep Score: -69509.914062 Penalty: 1534.689453 Iteration 0F: 2 clusters Score -69509.91 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 260 members Entering Unmasked Estep Score: -68103.476562 Penalty: 3069.378906 Iteration 0F: 3 clusters Score -68103.48 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -68313.773438 Penalty: 3069.378906 Iteration 1F: 3 clusters Score -68313.77 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -68370.921875 Penalty: 3069.378906 Iteration 2Q: 3 clusters Score -68370.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -68406.687500 Penalty: 3069.378906 Iteration 3Q: 3 clusters Score -68406.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -68438.992188 Penalty: 3069.378906 Iteration 4Q: 3 clusters Score -68438.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -68455.007812 Penalty: 3069.378906 Iteration 5Q: 3 clusters Score -68455.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -68481.492188 Penalty: 3069.378906 Iteration 6Q: 3 clusters Score -68481.49 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -68526.640625 Penalty: 3069.378906 Iteration 7Q: 3 clusters Score -68526.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -68566.203125 Penalty: 3069.378906 Iteration 8Q: 3 clusters Score -68566.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -68613.898438 Penalty: 3069.378906 Iteration 9Q: 3 clusters Score -68613.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -68631.578125 Penalty: 3069.378906 Iteration 10Q: 3 clusters Score -68631.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -68662.726562 Penalty: 3069.378906 Iteration 11Q: 3 clusters Score -68662.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -68691.437500 Penalty: 3069.378906 Iteration 12Q: 3 clusters Score -68691.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -68704.046875 Penalty: 3069.378906 Iteration 13Q: 3 clusters Score -68704.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -68710.320312 Penalty: 3069.378906 Iteration 14Q: 3 clusters Score -68710.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -68711.414062 Penalty: 3069.378906 Iteration 15Q: 3 clusters Score -68711.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -68711.414062 Penalty: 3069.378906 Iteration 16F: 3 clusters Score -68711.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -51809.898438 Penalty: 1484.016235 Iteration 0F: 2 clusters Score -51809.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -50475.484375 Penalty: 2968.032471 Iteration 0F: 3 clusters Score -50475.48 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -50660.296875 Penalty: 2968.032471 Iteration 1F: 3 clusters Score -50660.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -50729.152344 Penalty: 2968.032471 Iteration 2F: 3 clusters Score -50729.15 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -50781.078125 Penalty: 2968.032471 Iteration 3Q: 3 clusters Score -50781.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -50850.312500 Penalty: 2968.032471 Iteration 4Q: 3 clusters Score -50850.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -50892.714844 Penalty: 2968.032471 Iteration 5Q: 3 clusters Score -50892.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -50945.332031 Penalty: 2968.032471 Iteration 6Q: 3 clusters Score -50945.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -50995.593750 Penalty: 2968.032471 Iteration 7Q: 3 clusters Score -50995.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -51020.808594 Penalty: 2968.032471 Iteration 8Q: 3 clusters Score -51020.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -51030.167969 Penalty: 2968.032471 Iteration 9Q: 3 clusters Score -51030.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -51042.921875 Penalty: 2968.032471 Iteration 10Q: 3 clusters Score -51042.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -51044.281250 Penalty: 2968.032471 Iteration 11Q: 3 clusters Score -51044.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -51044.281250 Penalty: 2968.032471 Iteration 12F: 3 clusters Score -51044.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Entering Unmasked Estep Score: -105465.843750 Penalty: 1645.389160 Iteration 0F: 2 clusters Score -105465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -103770.937500 Penalty: 3290.778320 Iteration 0F: 3 clusters Score -103770.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -104259.421875 Penalty: 3290.778320 Iteration 1F: 3 clusters Score -104259.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -104582.468750 Penalty: 3290.778320 Iteration 2F: 3 clusters Score -104582.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -104896.812500 Penalty: 3290.778320 Iteration 3F: 3 clusters Score -104896.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -105096.710938 Penalty: 3290.778320 Iteration 4Q: 3 clusters Score -105096.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -105189.679688 Penalty: 3290.778320 Iteration 5Q: 3 clusters Score -105189.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -105346.320312 Penalty: 3290.778320 Iteration 6Q: 3 clusters Score -105346.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -105499.671875 Penalty: 3290.778320 Iteration 7Q: 3 clusters Score -105499.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -105611.023438 Penalty: 3290.778320 Iteration 8Q: 3 clusters Score -105611 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -105772.398438 Penalty: 3290.778320 Iteration 9Q: 3 clusters Score -105772.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -105918.421875 Penalty: 3290.778320 Iteration 10Q: 3 clusters Score -105918.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -106165.296875 Penalty: 3290.778320 Iteration 11Q: 3 clusters Score -106165.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -106362.960938 Penalty: 3290.778320 Iteration 12Q: 3 clusters Score -106363 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -106456.031250 Penalty: 3290.778320 Iteration 13Q: 3 clusters Score -106456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -106531.867188 Penalty: 3290.778320 Iteration 14Q: 3 clusters Score -106531.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -106620.437500 Penalty: 3290.778320 Iteration 15Q: 3 clusters Score -106620.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -106810.210938 Penalty: 3290.778320 Iteration 16Q: 3 clusters Score -106810.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -106827.742188 Penalty: 3290.778320 Iteration 17Q: 3 clusters Score -106827.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -106829.304688 Penalty: 3290.778320 Iteration 18Q: 3 clusters Score -106829.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -106829.304688 Penalty: 3290.778320 Iteration 19F: 3 clusters Score -106829.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28684 members Mstep: Class 4 contains 40438 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28688 members Mstep: Class 10 contains 9480 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54748 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3793 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42080 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Mstep: Class 25 contains 356 members Entering Unmasked Estep Score: -37741676.000000 Penalty: 76699.429688 Splitting cluster 7 changes total score from -37741704.000000 to -37741676.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Entering Unmasked Estep Score: -168996.375000 Penalty: 1725.223267 Iteration 0F: 2 clusters Score -168996.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -167061.750000 Penalty: 3450.446533 Iteration 0F: 3 clusters Score -167061.8 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -167406.093750 Penalty: 3450.446533 Iteration 1F: 3 clusters Score -167406.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -167500.656250 Penalty: 3450.446533 Iteration 2F: 3 clusters Score -167500.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -167570.750000 Penalty: 3450.446533 Iteration 3Q: 3 clusters Score -167570.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -167605.843750 Penalty: 3450.446533 Iteration 4Q: 3 clusters Score -167605.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -167632.687500 Penalty: 3450.446533 Iteration 5Q: 3 clusters Score -167632.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -167649.640625 Penalty: 3450.446533 Iteration 6Q: 3 clusters Score -167649.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -167660.546875 Penalty: 3450.446533 Iteration 7Q: 3 clusters Score -167660.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -167677.765625 Penalty: 3450.446533 Iteration 8Q: 3 clusters Score -167677.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -167689.328125 Penalty: 3450.446533 Iteration 9Q: 3 clusters Score -167689.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -167699.109375 Penalty: 3450.446533 Iteration 10Q: 3 clusters Score -167699.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -167707.796875 Penalty: 3450.446533 Iteration 11Q: 3 clusters Score -167707.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -167718.359375 Penalty: 3450.446533 Iteration 12Q: 3 clusters Score -167718.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -167723.171875 Penalty: 3450.446533 Iteration 13Q: 3 clusters Score -167723.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -167727.296875 Penalty: 3450.446533 Iteration 14Q: 3 clusters Score -167727.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -167730.046875 Penalty: 3450.446533 Iteration 15Q: 3 clusters Score -167730 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -167732.109375 Penalty: 3450.446533 Iteration 16Q: 3 clusters Score -167732.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -167734.453125 Penalty: 3450.446533 Iteration 17Q: 3 clusters Score -167734.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -167737.515625 Penalty: 3450.446533 Iteration 18Q: 3 clusters Score -167737.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -167738.765625 Penalty: 3450.446533 Iteration 19Q: 3 clusters Score -167738.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -167738.765625 Penalty: 3450.446533 Iteration 20F: 3 clusters Score -167738.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (28688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28688 members Entering Unmasked Estep Score: -4668952.000000 Penalty: 2545.530273 Iteration 0F: 2 clusters Score -4668952 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14411 members Mstep: Class 2 contains 14277 members Entering Unmasked Estep Score: -4649299.000000 Penalty: 5091.060547 Iteration 0F: 3 clusters Score -4649299 nChanged 12849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14716 members Mstep: Class 2 contains 13972 members Entering Unmasked Estep Score: -4656354.000000 Penalty: 5091.060547 Iteration 1F: 3 clusters Score -4656354 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14948 members Mstep: Class 2 contains 13740 members Entering Unmasked Estep Score: -4657016.000000 Penalty: 5091.060547 Iteration 2F: 3 clusters Score -4657016 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15344 members Mstep: Class 2 contains 13344 members Entering Unmasked Estep Score: -4657868.000000 Penalty: 5091.060547 Iteration 3F: 3 clusters Score -4657868 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15993 members Mstep: Class 2 contains 12695 members Entering Unmasked Estep Score: -4658924.500000 Penalty: 5091.060547 Iteration 4F: 3 clusters Score -4658924 nChanged 1938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16955 members Mstep: Class 2 contains 11733 members Entering Unmasked Estep Score: -4660258.500000 Penalty: 5091.060547 Iteration 5F: 3 clusters Score -4660258 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18129 members Mstep: Class 2 contains 10559 members Entering Unmasked Estep Score: -4661717.000000 Penalty: 5091.060547 Iteration 6F: 3 clusters Score -4661717 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19351 members Mstep: Class 2 contains 9337 members Entering Unmasked Estep Score: -4663014.500000 Penalty: 5091.060547 Iteration 7F: 3 clusters Score -4663014 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20427 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -4664062.500000 Penalty: 5091.060547 Iteration 8F: 3 clusters Score -4664062 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21404 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -4664941.500000 Penalty: 5091.060547 Iteration 9Q: 3 clusters Score -4664942 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22211 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -4665533.000000 Penalty: 5091.060547 Iteration 10Q: 3 clusters Score -4665533 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22814 members Mstep: Class 2 contains 5874 members Entering Unmasked Estep Score: -4665947.500000 Penalty: 5091.060547 Iteration 11Q: 3 clusters Score -4665948 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23347 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -4666270.000000 Penalty: 5091.060547 Iteration 12Q: 3 clusters Score -4666270 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23821 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -4666523.000000 Penalty: 5091.060547 Iteration 13Q: 3 clusters Score -4666523 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24226 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -4666764.000000 Penalty: 5091.060547 Iteration 14Q: 3 clusters Score -4666764 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24564 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -4666895.000000 Penalty: 5091.060547 Iteration 15Q: 3 clusters Score -4666895 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24831 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -4666982.000000 Penalty: 5091.060547 Iteration 16Q: 3 clusters Score -4666982 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25075 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -4667069.500000 Penalty: 5091.060547 Iteration 17Q: 3 clusters Score -4667070 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25298 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -4667147.000000 Penalty: 5091.060547 Iteration 18Q: 3 clusters Score -4667147 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25518 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -4667240.500000 Penalty: 5091.060547 Iteration 19Q: 3 clusters Score -4667240 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25708 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -4667333.000000 Penalty: 5091.060547 Iteration 20F: 3 clusters Score -4667333 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25877 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -4667406.500000 Penalty: 5091.060547 Iteration 21Q: 3 clusters Score -4667406 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26003 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -4667455.000000 Penalty: 5091.060547 Iteration 22Q: 3 clusters Score -4667455 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26126 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -4667488.500000 Penalty: 5091.060547 Iteration 23Q: 3 clusters Score -4667488 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26246 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -4667536.500000 Penalty: 5091.060547 Iteration 24Q: 3 clusters Score -4667536 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26349 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -4667577.500000 Penalty: 5091.060547 Iteration 25Q: 3 clusters Score -4667578 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26440 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -4667595.000000 Penalty: 5091.060547 Iteration 26Q: 3 clusters Score -4667595 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26544 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -4667632.500000 Penalty: 5091.060547 Iteration 27Q: 3 clusters Score -4667632 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26642 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -4667660.000000 Penalty: 5091.060547 Iteration 28Q: 3 clusters Score -4667660 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26724 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -4667688.500000 Penalty: 5091.060547 Iteration 29Q: 3 clusters Score -4667688 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26804 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -4667715.000000 Penalty: 5091.060547 Iteration 30Q: 3 clusters Score -4667715 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26860 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -4667736.500000 Penalty: 5091.060547 Iteration 31Q: 3 clusters Score -4667736 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26896 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -4667733.500000 Penalty: 5091.060547 Iteration 32Q: 3 clusters Score -4667734 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26937 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -4667757.500000 Penalty: 5091.060547 Iteration 33Q: 3 clusters Score -4667758 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26978 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -4667770.500000 Penalty: 5091.060547 Iteration 34Q: 3 clusters Score -4667770 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27013 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -4667799.500000 Penalty: 5091.060547 Iteration 35Q: 3 clusters Score -4667800 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27041 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -4667807.500000 Penalty: 5091.060547 Iteration 36Q: 3 clusters Score -4667808 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27063 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -4667811.000000 Penalty: 5091.060547 Iteration 37Q: 3 clusters Score -4667811 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27081 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -4667807.500000 Penalty: 5091.060547 Iteration 38Q: 3 clusters Score -4667808 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27091 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -4667818.000000 Penalty: 5091.060547 Iteration 39Q: 3 clusters Score -4667818 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27096 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -4667816.500000 Penalty: 5091.060547 Iteration 40F: 3 clusters Score -4667816 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27104 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -4667819.500000 Penalty: 5091.060547 Iteration 41Q: 3 clusters Score -4667820 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27111 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -4667817.000000 Penalty: 5091.060547 Iteration 42Q: 3 clusters Score -4667817 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27122 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -4667820.500000 Penalty: 5091.060547 Iteration 43Q: 3 clusters Score -4667820 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27130 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -4667827.500000 Penalty: 5091.060547 Iteration 44Q: 3 clusters Score -4667828 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27133 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -4667834.500000 Penalty: 5091.060547 Iteration 45Q: 3 clusters Score -4667834 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27135 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -4667830.000000 Penalty: 5091.060547 Iteration 46Q: 3 clusters Score -4667830 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27136 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -4667828.500000 Penalty: 5091.060547 Iteration 47Q: 3 clusters Score -4667828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27139 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -4667834.000000 Penalty: 5091.060547 Iteration 48Q: 3 clusters Score -4667834 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27140 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -4667833.500000 Penalty: 5091.060547 Iteration 49Q: 3 clusters Score -4667834 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27141 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -4667833.000000 Penalty: 5091.060547 Iteration 50Q: 3 clusters Score -4667833 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27143 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -4667831.000000 Penalty: 5091.060547 Iteration 51Q: 3 clusters Score -4667831 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27145 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -4667831.000000 Penalty: 5091.060547 Iteration 52Q: 3 clusters Score -4667831 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27148 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -4667828.000000 Penalty: 5091.060547 Iteration 53Q: 3 clusters Score -4667828 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27155 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -4667833.000000 Penalty: 5091.060547 Iteration 54Q: 3 clusters Score -4667833 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27159 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -4667840.000000 Penalty: 5091.060547 Iteration 55Q: 3 clusters Score -4667840 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27163 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -4667832.500000 Penalty: 5091.060547 Iteration 56Q: 3 clusters Score -4667832 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27168 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -4667829.500000 Penalty: 5091.060547 Iteration 57Q: 3 clusters Score -4667830 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27173 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -4667829.000000 Penalty: 5091.060547 Iteration 58Q: 3 clusters Score -4667829 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27178 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -4667831.000000 Penalty: 5091.060547 Iteration 59Q: 3 clusters Score -4667831 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27180 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -4667830.500000 Penalty: 5091.060547 Iteration 60F: 3 clusters Score -4667830 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27181 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -4667832.000000 Penalty: 5091.060547 Iteration 61Q: 3 clusters Score -4667832 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27181 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -4667832.000000 Penalty: 5091.060547 Iteration 62F: 3 clusters Score -4667832 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (9480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Entering Unmasked Estep Score: -1503609.125000 Penalty: 2270.920898 Iteration 0F: 2 clusters Score -1503609 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -1496336.125000 Penalty: 4541.841797 Iteration 0F: 3 clusters Score -1496336 nChanged 3921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -1498394.375000 Penalty: 4541.841797 Iteration 1F: 3 clusters Score -1498394 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -1498683.625000 Penalty: 4541.841797 Iteration 2F: 3 clusters Score -1498684 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -1498889.500000 Penalty: 4541.841797 Iteration 3F: 3 clusters Score -1498890 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -1499052.375000 Penalty: 4541.841797 Iteration 4Q: 3 clusters Score -1499052 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1499221.250000 Penalty: 4541.841797 Iteration 5Q: 3 clusters Score -1499221 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -1499465.750000 Penalty: 4541.841797 Iteration 6Q: 3 clusters Score -1499466 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1499865.125000 Penalty: 4541.841797 Iteration 7Q: 3 clusters Score -1499865 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1500462.875000 Penalty: 4541.841797 Iteration 8F: 3 clusters Score -1500463 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -1501146.125000 Penalty: 4541.841797 Iteration 9F: 3 clusters Score -1501146 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -1501665.000000 Penalty: 4541.841797 Iteration 10F: 3 clusters Score -1501665 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -1502024.875000 Penalty: 4541.841797 Iteration 11F: 3 clusters Score -1502025 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -1502216.875000 Penalty: 4541.841797 Iteration 12Q: 3 clusters Score -1502217 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -1502318.125000 Penalty: 4541.841797 Iteration 13Q: 3 clusters Score -1502318 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -1502367.750000 Penalty: 4541.841797 Iteration 14Q: 3 clusters Score -1502368 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -1502401.750000 Penalty: 4541.841797 Iteration 15Q: 3 clusters Score -1502402 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -1502429.375000 Penalty: 4541.841797 Iteration 16Q: 3 clusters Score -1502429 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -1502439.750000 Penalty: 4541.841797 Iteration 17Q: 3 clusters Score -1502440 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1502458.750000 Penalty: 4541.841797 Iteration 18Q: 3 clusters Score -1502459 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -1502477.125000 Penalty: 4541.841797 Iteration 19Q: 3 clusters Score -1502477 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6984 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -1502498.000000 Penalty: 4541.841797 Iteration 20F: 3 clusters Score -1502498 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1502515.000000 Penalty: 4541.841797 Iteration 21Q: 3 clusters Score -1502515 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -1502527.500000 Penalty: 4541.841797 Iteration 22Q: 3 clusters Score -1502528 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -1502532.625000 Penalty: 4541.841797 Iteration 23Q: 3 clusters Score -1502533 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -1502539.375000 Penalty: 4541.841797 Iteration 24Q: 3 clusters Score -1502539 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -1502546.375000 Penalty: 4541.841797 Iteration 25Q: 3 clusters Score -1502546 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -1502555.250000 Penalty: 4541.841797 Iteration 26Q: 3 clusters Score -1502555 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7206 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -1502558.000000 Penalty: 4541.841797 Iteration 27Q: 3 clusters Score -1502558 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -1502562.375000 Penalty: 4541.841797 Iteration 28Q: 3 clusters Score -1502562 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -1502565.625000 Penalty: 4541.841797 Iteration 29Q: 3 clusters Score -1502566 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1502569.750000 Penalty: 4541.841797 Iteration 30Q: 3 clusters Score -1502570 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -1502569.250000 Penalty: 4541.841797 Iteration 31Q: 3 clusters Score -1502569 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -1502570.250000 Penalty: 4541.841797 Iteration 32Q: 3 clusters Score -1502570 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -1502569.000000 Penalty: 4541.841797 Iteration 33Q: 3 clusters Score -1502569 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -1502571.750000 Penalty: 4541.841797 Iteration 34Q: 3 clusters Score -1502572 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1502570.875000 Penalty: 4541.841797 Iteration 35Q: 3 clusters Score -1502571 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7274 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -1502568.375000 Penalty: 4541.841797 Iteration 36Q: 3 clusters Score -1502568 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -1502570.375000 Penalty: 4541.841797 Iteration 37Q: 3 clusters Score -1502570 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -1502570.375000 Penalty: 4541.841797 Iteration 38F: 3 clusters Score -1502570 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -119211.679688 Penalty: 1650.868164 Iteration 0F: 2 clusters Score -119211.7 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 409 members Entering Unmasked Estep Score: -117501.351562 Penalty: 3301.736328 Iteration 0F: 3 clusters Score -117501.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -117846.671875 Penalty: 3301.736328 Iteration 1F: 3 clusters Score -117846.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -118042.132812 Penalty: 3301.736328 Iteration 2F: 3 clusters Score -118042.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -118185.000000 Penalty: 3301.736328 Iteration 3F: 3 clusters Score -118185 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -118297.382812 Penalty: 3301.736328 Iteration 4Q: 3 clusters Score -118297.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -118374.265625 Penalty: 3301.736328 Iteration 5Q: 3 clusters Score -118374.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -118427.796875 Penalty: 3301.736328 Iteration 6Q: 3 clusters Score -118427.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -118441.773438 Penalty: 3301.736328 Iteration 7Q: 3 clusters Score -118441.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -118448.335938 Penalty: 3301.736328 Iteration 8Q: 3 clusters Score -118448.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -118449.195312 Penalty: 3301.736328 Iteration 9Q: 3 clusters Score -118449.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -118449.195312 Penalty: 3301.736328 Iteration 10F: 3 clusters Score -118449.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -46629.707031 Penalty: 1455.585693 Iteration 0F: 2 clusters Score -46629.71 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 178 members Entering Unmasked Estep Score: -45369.707031 Penalty: 2911.171387 Iteration 0F: 3 clusters Score -45369.71 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -45574.535156 Penalty: 2911.171387 Iteration 1F: 3 clusters Score -45574.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -45678.937500 Penalty: 2911.171387 Iteration 2F: 3 clusters Score -45678.94 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -45775.695312 Penalty: 2911.171387 Iteration 3F: 3 clusters Score -45775.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -45835.828125 Penalty: 2911.171387 Iteration 4Q: 3 clusters Score -45835.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -45875.351562 Penalty: 2911.171387 Iteration 5Q: 3 clusters Score -45875.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -45916.640625 Penalty: 2911.171387 Iteration 6Q: 3 clusters Score -45916.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -45947.523438 Penalty: 2911.171387 Iteration 7Q: 3 clusters Score -45947.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -45987.011719 Penalty: 2911.171387 Iteration 8Q: 3 clusters Score -45987.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -46022.570312 Penalty: 2911.171387 Iteration 9Q: 3 clusters Score -46022.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -46063.667969 Penalty: 2911.171387 Iteration 10Q: 3 clusters Score -46063.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -46091.710938 Penalty: 2911.171387 Iteration 11Q: 3 clusters Score -46091.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -46125.562500 Penalty: 2911.171387 Iteration 12Q: 3 clusters Score -46125.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -46212.914062 Penalty: 2911.171387 Iteration 13Q: 3 clusters Score -46212.91 nChanged 7 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: -46274.917969 Penalty: 2911.171387 Iteration 14Q: 3 clusters Score -46274.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -46333.722656 Penalty: 2911.171387 Iteration 15Q: 3 clusters Score -46333.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -46353.179688 Penalty: 2911.171387 Iteration 16Q: 3 clusters Score -46353.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -46365.054688 Penalty: 2911.171387 Iteration 17Q: 3 clusters Score -46365.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -46365.054688 Penalty: 2911.171387 Iteration 18F: 3 clusters Score -46365.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Entering Unmasked Estep Score: -108540.937500 Penalty: 1647.336670 Iteration 0F: 2 clusters Score -108540.9 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 361 members Entering Unmasked Estep Score: -106812.875000 Penalty: 3294.673340 Iteration 0F: 3 clusters Score -106812.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -107083.132812 Penalty: 3294.673340 Iteration 1F: 3 clusters Score -107083.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -107205.976562 Penalty: 3294.673340 Iteration 2F: 3 clusters Score -107206 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -107275.257812 Penalty: 3294.673340 Iteration 3Q: 3 clusters Score -107275.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -107336.062500 Penalty: 3294.673340 Iteration 4Q: 3 clusters Score -107336.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -107414.648438 Penalty: 3294.673340 Iteration 5Q: 3 clusters Score -107414.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -107469.171875 Penalty: 3294.673340 Iteration 6Q: 3 clusters Score -107469.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -107493.742188 Penalty: 3294.673340 Iteration 7Q: 3 clusters Score -107493.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -107506.500000 Penalty: 3294.673340 Iteration 8Q: 3 clusters Score -107506.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -107512.960938 Penalty: 3294.673340 Iteration 9Q: 3 clusters Score -107513 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -107517.968750 Penalty: 3294.673340 Iteration 10Q: 3 clusters Score -107518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -107526.875000 Penalty: 3294.673340 Iteration 11Q: 3 clusters Score -107526.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -107531.796875 Penalty: 3294.673340 Iteration 12Q: 3 clusters Score -107531.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -107545.015625 Penalty: 3294.673340 Iteration 13Q: 3 clusters Score -107545 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -107565.531250 Penalty: 3294.673340 Iteration 14Q: 3 clusters Score -107565.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -107587.046875 Penalty: 3294.673340 Iteration 15Q: 3 clusters Score -107587 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -107595.640625 Penalty: 3294.673340 Iteration 16Q: 3 clusters Score -107595.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -107599.929688 Penalty: 3294.673340 Iteration 17Q: 3 clusters Score -107599.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -107603.320312 Penalty: 3294.673340 Iteration 18Q: 3 clusters Score -107603.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -107603.890625 Penalty: 3294.673340 Iteration 19Q: 3 clusters Score -107603.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -107603.890625 Penalty: 3294.673340 Iteration 20F: 3 clusters Score -107603.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Entering Unmasked Estep Score: -698916.937500 Penalty: 2073.065430 Iteration 0F: 2 clusters Score -698916.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -694883.812500 Penalty: 4146.130859 Iteration 0F: 3 clusters Score -694883.8 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -695824.687500 Penalty: 4146.130859 Iteration 1F: 3 clusters Score -695824.7 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -696099.062500 Penalty: 4146.130859 Iteration 2F: 3 clusters Score -696099.1 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -696363.625000 Penalty: 4146.130859 Iteration 3F: 3 clusters Score -696363.6 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -696658.312500 Penalty: 4146.130859 Iteration 4F: 3 clusters Score -696658.3 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -697074.125000 Penalty: 4146.130859 Iteration 5F: 3 clusters Score -697074.1 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -697448.937500 Penalty: 4146.130859 Iteration 6F: 3 clusters Score -697448.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -697663.750000 Penalty: 4146.130859 Iteration 7F: 3 clusters Score -697663.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -697780.625000 Penalty: 4146.130859 Iteration 8Q: 3 clusters Score -697780.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -697868.875000 Penalty: 4146.130859 Iteration 9Q: 3 clusters Score -697868.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -697925.500000 Penalty: 4146.130859 Iteration 10Q: 3 clusters Score -697925.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -697962.187500 Penalty: 4146.130859 Iteration 11Q: 3 clusters Score -697962.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -698000.500000 Penalty: 4146.130859 Iteration 12Q: 3 clusters Score -698000.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -698021.937500 Penalty: 4146.130859 Iteration 13Q: 3 clusters Score -698021.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -698038.000000 Penalty: 4146.130859 Iteration 14Q: 3 clusters Score -698038 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -698049.062500 Penalty: 4146.130859 Iteration 15Q: 3 clusters Score -698049.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -698061.250000 Penalty: 4146.130859 Iteration 16Q: 3 clusters Score -698061.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -698065.500000 Penalty: 4146.130859 Iteration 17Q: 3 clusters Score -698065.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -698069.312500 Penalty: 4146.130859 Iteration 18Q: 3 clusters Score -698069.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -698074.437500 Penalty: 4146.130859 Iteration 19Q: 3 clusters Score -698074.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -698075.312500 Penalty: 4146.130859 Iteration 20F: 3 clusters Score -698075.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -698076.687500 Penalty: 4146.130859 Iteration 21Q: 3 clusters Score -698076.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -698079.375000 Penalty: 4146.130859 Iteration 22Q: 3 clusters Score -698079.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -698079.875000 Penalty: 4146.130859 Iteration 23Q: 3 clusters Score -698079.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -698079.437500 Penalty: 4146.130859 Iteration 24Q: 3 clusters Score -698079.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -698079.875000 Penalty: 4146.130859 Iteration 25Q: 3 clusters Score -698079.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -698080.187500 Penalty: 4146.130859 Iteration 26Q: 3 clusters Score -698080.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -698082.625000 Penalty: 4146.130859 Iteration 27Q: 3 clusters Score -698082.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -698084.375000 Penalty: 4146.130859 Iteration 28Q: 3 clusters Score -698084.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -698084.437500 Penalty: 4146.130859 Iteration 29Q: 3 clusters Score -698084.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -698086.062500 Penalty: 4146.130859 Iteration 30Q: 3 clusters Score -698086.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -698086.062500 Penalty: 4146.130859 Iteration 31F: 3 clusters Score -698086.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (54748 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54748 members Entering Unmasked Estep Score: -8929037.000000 Penalty: 2705.802979 Iteration 0F: 2 clusters Score -8929037 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27214 members Mstep: Class 2 contains 27534 members Entering Unmasked Estep Score: -8896238.000000 Penalty: 5411.605957 Iteration 0F: 3 clusters Score -8896238 nChanged 25422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25568 members Mstep: Class 2 contains 29180 members Entering Unmasked Estep Score: -8910623.000000 Penalty: 5411.605957 Iteration 1F: 3 clusters Score -8910623 nChanged 2984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24260 members Mstep: Class 2 contains 30488 members Entering Unmasked Estep Score: -8912016.000000 Penalty: 5411.605957 Iteration 2F: 3 clusters Score -8912016 nChanged 3547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22325 members Mstep: Class 2 contains 32423 members Entering Unmasked Estep Score: -8914120.000000 Penalty: 5411.605957 Iteration 3F: 3 clusters Score -8914120 nChanged 4277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19658 members Mstep: Class 2 contains 35090 members Entering Unmasked Estep Score: -8917279.000000 Penalty: 5411.605957 Iteration 4F: 3 clusters Score -8917279 nChanged 4621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16609 members Mstep: Class 2 contains 38139 members Entering Unmasked Estep Score: -8920732.000000 Penalty: 5411.605957 Iteration 5F: 3 clusters Score -8920732 nChanged 4121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13806 members Mstep: Class 2 contains 40942 members Entering Unmasked Estep Score: -8923635.000000 Penalty: 5411.605957 Iteration 6F: 3 clusters Score -8923635 nChanged 3154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Mstep: Class 2 contains 43242 members Entering Unmasked Estep Score: -8925699.000000 Penalty: 5411.605957 Iteration 7F: 3 clusters Score -8925699 nChanged 2266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9688 members Mstep: Class 2 contains 45060 members Entering Unmasked Estep Score: -8927040.000000 Penalty: 5411.605957 Iteration 8Q: 3 clusters Score -8927040 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8179 members Mstep: Class 2 contains 46569 members Entering Unmasked Estep Score: -8927961.000000 Penalty: 5411.605957 Iteration 9Q: 3 clusters Score -8927961 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 47861 members Entering Unmasked Estep Score: -8928698.000000 Penalty: 5411.605957 Iteration 10Q: 3 clusters Score -8928698 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 48923 members Entering Unmasked Estep Score: -8929185.000000 Penalty: 5411.605957 Iteration 11Q: 3 clusters Score -8929185 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 49802 members Entering Unmasked Estep Score: -8929226.000000 Penalty: 5411.605957 Iteration 12Q: 3 clusters Score -8929226 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 50524 members Entering Unmasked Estep Score: -8929349.000000 Penalty: 5411.605957 Iteration 13Q: 3 clusters Score -8929349 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 51090 members Entering Unmasked Estep Score: -8929326.000000 Penalty: 5411.605957 Iteration 14Q: 3 clusters Score -8929326 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 51514 members Entering Unmasked Estep Score: -8929291.000000 Penalty: 5411.605957 Iteration 15Q: 3 clusters Score -8929291 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 51852 members Entering Unmasked Estep Score: -8929223.000000 Penalty: 5411.605957 Iteration 16Q: 3 clusters Score -8929223 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 52097 members Entering Unmasked Estep Score: -8929216.000000 Penalty: 5411.605957 Iteration 17Q: 3 clusters Score -8929216 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 52264 members Entering Unmasked Estep Score: -8929183.000000 Penalty: 5411.605957 Iteration 18Q: 3 clusters Score -8929183 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 52387 members Entering Unmasked Estep Score: -8929148.000000 Penalty: 5411.605957 Iteration 19Q: 3 clusters Score -8929148 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 52509 members Entering Unmasked Estep Score: -8929102.000000 Penalty: 5411.605957 Iteration 20F: 3 clusters Score -8929102 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 52590 members Entering Unmasked Estep Score: -8929099.000000 Penalty: 5411.605957 Iteration 21Q: 3 clusters Score -8929099 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 52660 members Entering Unmasked Estep Score: -8929089.000000 Penalty: 5411.605957 Iteration 22Q: 3 clusters Score -8929089 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 52709 members Entering Unmasked Estep Score: -8929073.000000 Penalty: 5411.605957 Iteration 23Q: 3 clusters Score -8929073 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 52741 members Entering Unmasked Estep Score: -8929089.000000 Penalty: 5411.605957 Iteration 24Q: 3 clusters Score -8929089 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 52764 members Entering Unmasked Estep Score: -8929110.000000 Penalty: 5411.605957 Iteration 25Q: 3 clusters Score -8929110 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 52787 members Entering Unmasked Estep Score: -8929106.000000 Penalty: 5411.605957 Iteration 26Q: 3 clusters Score -8929106 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 52809 members Entering Unmasked Estep Score: -8929099.000000 Penalty: 5411.605957 Iteration 27Q: 3 clusters Score -8929099 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 52826 members Entering Unmasked Estep Score: -8929076.000000 Penalty: 5411.605957 Iteration 28Q: 3 clusters Score -8929076 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 52839 members Entering Unmasked Estep Score: -8929072.000000 Penalty: 5411.605957 Iteration 29Q: 3 clusters Score -8929072 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 52858 members Entering Unmasked Estep Score: -8929069.000000 Penalty: 5411.605957 Iteration 30Q: 3 clusters Score -8929069 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 52870 members Entering Unmasked Estep Score: -8929067.000000 Penalty: 5411.605957 Iteration 31Q: 3 clusters Score -8929067 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 52876 members Entering Unmasked Estep Score: -8929063.000000 Penalty: 5411.605957 Iteration 32Q: 3 clusters Score -8929063 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 52884 members Entering Unmasked Estep Score: -8929051.000000 Penalty: 5411.605957 Iteration 33Q: 3 clusters Score -8929051 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 52887 members Entering Unmasked Estep Score: -8929052.000000 Penalty: 5411.605957 Iteration 34Q: 3 clusters Score -8929052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 52889 members Entering Unmasked Estep Score: -8929051.000000 Penalty: 5411.605957 Iteration 35Q: 3 clusters Score -8929051 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 52890 members Entering Unmasked Estep Score: -8929047.000000 Penalty: 5411.605957 Iteration 36Q: 3 clusters Score -8929047 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 52896 members Entering Unmasked Estep Score: -8929039.000000 Penalty: 5411.605957 Iteration 37Q: 3 clusters Score -8929039 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 52897 members Entering Unmasked Estep Score: -8929032.000000 Penalty: 5411.605957 Iteration 38Q: 3 clusters Score -8929032 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 52897 members Entering Unmasked Estep Score: -8929032.000000 Penalty: 5411.605957 Iteration 39F: 3 clusters Score -8929032 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -71173.648438 Penalty: 1566.208862 Iteration 0F: 2 clusters Score -71173.65 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 269 members Entering Unmasked Estep Score: -69815.781250 Penalty: 3132.417725 Iteration 0F: 3 clusters Score -69815.78 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -70222.164062 Penalty: 3132.417725 Iteration 1F: 3 clusters Score -70222.16 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -70493.843750 Penalty: 3132.417725 Iteration 2F: 3 clusters Score -70493.84 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -70698.367188 Penalty: 3132.417725 Iteration 3F: 3 clusters Score -70698.37 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -70818.281250 Penalty: 3132.417725 Iteration 4Q: 3 clusters Score -70818.28 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -70897.906250 Penalty: 3132.417725 Iteration 5Q: 3 clusters Score -70897.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -70955.734375 Penalty: 3132.417725 Iteration 6Q: 3 clusters Score -70955.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -70985.492188 Penalty: 3132.417725 Iteration 7Q: 3 clusters Score -70985.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -70997.906250 Penalty: 3132.417725 Iteration 8Q: 3 clusters Score -70997.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -71020.007812 Penalty: 3132.417725 Iteration 9Q: 3 clusters Score -71020.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -71056.164062 Penalty: 3132.417725 Iteration 10Q: 3 clusters Score -71056.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -71079.414062 Penalty: 3132.417725 Iteration 11Q: 3 clusters Score -71079.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -71118.992188 Penalty: 3132.417725 Iteration 12Q: 3 clusters Score -71118.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -71217.203125 Penalty: 3132.417725 Iteration 13Q: 3 clusters Score -71217.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -71257.851562 Penalty: 3132.417725 Iteration 14Q: 3 clusters Score -71257.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -71265.632812 Penalty: 3132.417725 Iteration 15Q: 3 clusters Score -71265.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -71269.421875 Penalty: 3132.417725 Iteration 16Q: 3 clusters Score -71269.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -71271.367188 Penalty: 3132.417725 Iteration 17Q: 3 clusters Score -71271.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -71271.367188 Penalty: 3132.417725 Iteration 18F: 3 clusters Score -71271.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28684 members Mstep: Class 4 contains 40438 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28688 members Mstep: Class 10 contains 9480 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54748 members Mstep: Class 16 contains 227 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3793 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42080 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Mstep: Class 25 contains 326 members Entering Unmasked Estep Score: -37740364.000000 Penalty: 76699.429688 Splitting cluster 16 changes total score from -37741704.000000 to -37740364.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (3860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Entering Unmasked Estep Score: -635216.312500 Penalty: 2048.088867 Iteration 0F: 2 clusters Score -635216.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -631395.750000 Penalty: 4096.177734 Iteration 0F: 3 clusters Score -631395.8 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -632221.062500 Penalty: 4096.177734 Iteration 1F: 3 clusters Score -632221.1 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -632408.562500 Penalty: 4096.177734 Iteration 2F: 3 clusters Score -632408.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -632514.000000 Penalty: 4096.177734 Iteration 3Q: 3 clusters Score -632514 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -632594.625000 Penalty: 4096.177734 Iteration 4Q: 3 clusters Score -632594.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -632674.312500 Penalty: 4096.177734 Iteration 5Q: 3 clusters Score -632674.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -632739.000000 Penalty: 4096.177734 Iteration 6Q: 3 clusters Score -632739 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -632789.312500 Penalty: 4096.177734 Iteration 7Q: 3 clusters Score -632789.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -632837.875000 Penalty: 4096.177734 Iteration 8Q: 3 clusters Score -632837.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -632872.875000 Penalty: 4096.177734 Iteration 9Q: 3 clusters Score -632872.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -632898.250000 Penalty: 4096.177734 Iteration 10Q: 3 clusters Score -632898.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -632928.812500 Penalty: 4096.177734 Iteration 11Q: 3 clusters Score -632928.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -632952.812500 Penalty: 4096.177734 Iteration 12Q: 3 clusters Score -632952.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -632982.687500 Penalty: 4096.177734 Iteration 13Q: 3 clusters Score -632982.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -633012.437500 Penalty: 4096.177734 Iteration 14Q: 3 clusters Score -633012.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -633048.312500 Penalty: 4096.177734 Iteration 15Q: 3 clusters Score -633048.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -633075.312500 Penalty: 4096.177734 Iteration 16Q: 3 clusters Score -633075.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -633107.875000 Penalty: 4096.177734 Iteration 17Q: 3 clusters Score -633107.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -633148.937500 Penalty: 4096.177734 Iteration 18Q: 3 clusters Score -633148.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -633192.562500 Penalty: 4096.177734 Iteration 19Q: 3 clusters Score -633192.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -633222.062500 Penalty: 4096.177734 Iteration 20F: 3 clusters Score -633222.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -633245.125000 Penalty: 4096.177734 Iteration 21Q: 3 clusters Score -633245.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -633277.875000 Penalty: 4096.177734 Iteration 22Q: 3 clusters Score -633277.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -633307.250000 Penalty: 4096.177734 Iteration 23Q: 3 clusters Score -633307.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -633343.125000 Penalty: 4096.177734 Iteration 24Q: 3 clusters Score -633343.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -633377.812500 Penalty: 4096.177734 Iteration 25Q: 3 clusters Score -633377.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -633397.250000 Penalty: 4096.177734 Iteration 26Q: 3 clusters Score -633397.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -633419.250000 Penalty: 4096.177734 Iteration 27Q: 3 clusters Score -633419.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -633434.500000 Penalty: 4096.177734 Iteration 28Q: 3 clusters Score -633434.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -633444.750000 Penalty: 4096.177734 Iteration 29Q: 3 clusters Score -633444.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -633451.937500 Penalty: 4096.177734 Iteration 30Q: 3 clusters Score -633451.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -633459.062500 Penalty: 4096.177734 Iteration 31Q: 3 clusters Score -633459.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -633474.250000 Penalty: 4096.177734 Iteration 32Q: 3 clusters Score -633474.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -633493.687500 Penalty: 4096.177734 Iteration 33Q: 3 clusters Score -633493.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -633500.000000 Penalty: 4096.177734 Iteration 34Q: 3 clusters Score -633500 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -633504.312500 Penalty: 4096.177734 Iteration 35Q: 3 clusters Score -633504.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -633512.750000 Penalty: 4096.177734 Iteration 36Q: 3 clusters Score -633512.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -633521.250000 Penalty: 4096.177734 Iteration 37Q: 3 clusters Score -633521.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -633528.750000 Penalty: 4096.177734 Iteration 38Q: 3 clusters Score -633528.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -633534.437500 Penalty: 4096.177734 Iteration 39Q: 3 clusters Score -633534.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -633536.250000 Penalty: 4096.177734 Iteration 40F: 3 clusters Score -633536.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -633537.687500 Penalty: 4096.177734 Iteration 41Q: 3 clusters Score -633537.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -633543.687500 Penalty: 4096.177734 Iteration 42Q: 3 clusters Score -633543.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -633547.062500 Penalty: 4096.177734 Iteration 43Q: 3 clusters Score -633547.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -633552.375000 Penalty: 4096.177734 Iteration 44Q: 3 clusters Score -633552.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -633555.500000 Penalty: 4096.177734 Iteration 45Q: 3 clusters Score -633555.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -633554.937500 Penalty: 4096.177734 Iteration 46Q: 3 clusters Score -633554.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -633554.937500 Penalty: 4096.177734 Iteration 47F: 3 clusters Score -633554.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Entering Unmasked Estep Score: -943455.187500 Penalty: 2157.024414 Iteration 0F: 2 clusters Score -943455.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -938408.625000 Penalty: 4314.048828 Iteration 0F: 3 clusters Score -938408.6 nChanged 2310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -939705.625000 Penalty: 4314.048828 Iteration 1F: 3 clusters Score -939705.6 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -939996.375000 Penalty: 4314.048828 Iteration 2F: 3 clusters Score -939996.4 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -940222.625000 Penalty: 4314.048828 Iteration 3F: 3 clusters Score -940222.6 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -940474.375000 Penalty: 4314.048828 Iteration 4F: 3 clusters Score -940474.4 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -940746.187500 Penalty: 4314.048828 Iteration 5F: 3 clusters Score -940746.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -941053.250000 Penalty: 4314.048828 Iteration 6F: 3 clusters Score -941053.2 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -941352.625000 Penalty: 4314.048828 Iteration 7F: 3 clusters Score -941352.6 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -941677.000000 Penalty: 4314.048828 Iteration 8F: 3 clusters Score -941677 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -942029.687500 Penalty: 4314.048828 Iteration 9F: 3 clusters Score -942029.7 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -942340.687500 Penalty: 4314.048828 Iteration 10F: 3 clusters Score -942340.7 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -942517.812500 Penalty: 4314.048828 Iteration 11Q: 3 clusters Score -942517.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -942610.875000 Penalty: 4314.048828 Iteration 12Q: 3 clusters Score -942610.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -942662.062500 Penalty: 4314.048828 Iteration 13Q: 3 clusters Score -942662.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -942687.937500 Penalty: 4314.048828 Iteration 14Q: 3 clusters Score -942687.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -942710.812500 Penalty: 4314.048828 Iteration 15Q: 3 clusters Score -942710.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -942727.562500 Penalty: 4314.048828 Iteration 16Q: 3 clusters Score -942727.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -942734.000000 Penalty: 4314.048828 Iteration 17Q: 3 clusters Score -942734 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -942738.937500 Penalty: 4314.048828 Iteration 18Q: 3 clusters Score -942738.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -942744.000000 Penalty: 4314.048828 Iteration 19Q: 3 clusters Score -942744 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -942745.687500 Penalty: 4314.048828 Iteration 20F: 3 clusters Score -942745.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -942750.500000 Penalty: 4314.048828 Iteration 21Q: 3 clusters Score -942750.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -942753.250000 Penalty: 4314.048828 Iteration 22Q: 3 clusters Score -942753.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -942754.875000 Penalty: 4314.048828 Iteration 23Q: 3 clusters Score -942754.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -942758.375000 Penalty: 4314.048828 Iteration 24Q: 3 clusters Score -942758.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -942759.437500 Penalty: 4314.048828 Iteration 25Q: 3 clusters Score -942759.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -942759.437500 Penalty: 4314.048828 Iteration 26F: 3 clusters Score -942759.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3793 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Entering Unmasked Estep Score: -626734.312500 Penalty: 2043.746338 Iteration 0F: 2 clusters Score -626734.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -622905.937500 Penalty: 4087.492676 Iteration 0F: 3 clusters Score -622905.9 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -623774.687500 Penalty: 4087.492676 Iteration 1F: 3 clusters Score -623774.7 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -623995.250000 Penalty: 4087.492676 Iteration 2F: 3 clusters Score -623995.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -624132.687500 Penalty: 4087.492676 Iteration 3F: 3 clusters Score -624132.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -624232.937500 Penalty: 4087.492676 Iteration 4Q: 3 clusters Score -624232.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -624313.250000 Penalty: 4087.492676 Iteration 5Q: 3 clusters Score -624313.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -624371.250000 Penalty: 4087.492676 Iteration 6Q: 3 clusters Score -624371.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -624430.250000 Penalty: 4087.492676 Iteration 7Q: 3 clusters Score -624430.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -624476.187500 Penalty: 4087.492676 Iteration 8Q: 3 clusters Score -624476.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -624530.187500 Penalty: 4087.492676 Iteration 9Q: 3 clusters Score -624530.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -624586.750000 Penalty: 4087.492676 Iteration 10Q: 3 clusters Score -624586.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -624640.000000 Penalty: 4087.492676 Iteration 11Q: 3 clusters Score -624640 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -624699.687500 Penalty: 4087.492676 Iteration 12Q: 3 clusters Score -624699.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -624751.937500 Penalty: 4087.492676 Iteration 13Q: 3 clusters Score -624751.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -624801.750000 Penalty: 4087.492676 Iteration 14Q: 3 clusters Score -624801.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -624847.250000 Penalty: 4087.492676 Iteration 15Q: 3 clusters Score -624847.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -624897.500000 Penalty: 4087.492676 Iteration 16Q: 3 clusters Score -624897.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -624945.750000 Penalty: 4087.492676 Iteration 17Q: 3 clusters Score -624945.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -625000.687500 Penalty: 4087.492676 Iteration 18Q: 3 clusters Score -625000.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -625043.812500 Penalty: 4087.492676 Iteration 19Q: 3 clusters Score -625043.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -625066.375000 Penalty: 4087.492676 Iteration 20F: 3 clusters Score -625066.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -625082.875000 Penalty: 4087.492676 Iteration 21Q: 3 clusters Score -625082.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -625099.500000 Penalty: 4087.492676 Iteration 22Q: 3 clusters Score -625099.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -625111.500000 Penalty: 4087.492676 Iteration 23Q: 3 clusters Score -625111.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -625120.687500 Penalty: 4087.492676 Iteration 24Q: 3 clusters Score -625120.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -625130.875000 Penalty: 4087.492676 Iteration 25Q: 3 clusters Score -625130.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -625143.187500 Penalty: 4087.492676 Iteration 26Q: 3 clusters Score -625143.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -625155.125000 Penalty: 4087.492676 Iteration 27Q: 3 clusters Score -625155.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -625166.875000 Penalty: 4087.492676 Iteration 28Q: 3 clusters Score -625166.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -625179.375000 Penalty: 4087.492676 Iteration 29Q: 3 clusters Score -625179.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -625191.375000 Penalty: 4087.492676 Iteration 30Q: 3 clusters Score -625191.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -625200.437500 Penalty: 4087.492676 Iteration 31Q: 3 clusters Score -625200.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -625206.687500 Penalty: 4087.492676 Iteration 32Q: 3 clusters Score -625206.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -625215.500000 Penalty: 4087.492676 Iteration 33Q: 3 clusters Score -625215.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -625222.062500 Penalty: 4087.492676 Iteration 34Q: 3 clusters Score -625222.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -625227.062500 Penalty: 4087.492676 Iteration 35Q: 3 clusters Score -625227.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -625232.375000 Penalty: 4087.492676 Iteration 36Q: 3 clusters Score -625232.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -625234.500000 Penalty: 4087.492676 Iteration 37Q: 3 clusters Score -625234.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -625238.312500 Penalty: 4087.492676 Iteration 38Q: 3 clusters Score -625238.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -625245.500000 Penalty: 4087.492676 Iteration 39Q: 3 clusters Score -625245.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -625253.437500 Penalty: 4087.492676 Iteration 40F: 3 clusters Score -625253.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -625262.562500 Penalty: 4087.492676 Iteration 41Q: 3 clusters Score -625262.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -625271.500000 Penalty: 4087.492676 Iteration 42Q: 3 clusters Score -625271.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -625276.937500 Penalty: 4087.492676 Iteration 43Q: 3 clusters Score -625276.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -625282.875000 Penalty: 4087.492676 Iteration 44Q: 3 clusters Score -625282.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -625286.750000 Penalty: 4087.492676 Iteration 45Q: 3 clusters Score -625286.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -625292.125000 Penalty: 4087.492676 Iteration 46Q: 3 clusters Score -625292.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -625297.375000 Penalty: 4087.492676 Iteration 47Q: 3 clusters Score -625297.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -625298.687500 Penalty: 4087.492676 Iteration 48Q: 3 clusters Score -625298.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -625302.187500 Penalty: 4087.492676 Iteration 49Q: 3 clusters Score -625302.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -625306.187500 Penalty: 4087.492676 Iteration 50Q: 3 clusters Score -625306.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -625310.437500 Penalty: 4087.492676 Iteration 51Q: 3 clusters Score -625310.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -625314.750000 Penalty: 4087.492676 Iteration 52Q: 3 clusters Score -625314.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -625316.937500 Penalty: 4087.492676 Iteration 53Q: 3 clusters Score -625316.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -625318.375000 Penalty: 4087.492676 Iteration 54Q: 3 clusters Score -625318.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -625320.125000 Penalty: 4087.492676 Iteration 55Q: 3 clusters Score -625320.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -625320.187500 Penalty: 4087.492676 Iteration 56Q: 3 clusters Score -625320.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -625320.062500 Penalty: 4087.492676 Iteration 57Q: 3 clusters Score -625320.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -625321.687500 Penalty: 4087.492676 Iteration 58Q: 3 clusters Score -625321.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -625321.312500 Penalty: 4087.492676 Iteration 59Q: 3 clusters Score -625321.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -625321.312500 Penalty: 4087.492676 Iteration 60F: 3 clusters Score -625321.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -49271.558594 Penalty: 1470.538086 Iteration 0F: 2 clusters Score -49271.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -47997.660156 Penalty: 2941.076172 Iteration 0F: 3 clusters Score -47997.66 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -48261.718750 Penalty: 2941.076172 Iteration 1F: 3 clusters Score -48261.72 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -48406.812500 Penalty: 2941.076172 Iteration 2F: 3 clusters Score -48406.81 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -48538.730469 Penalty: 2941.076172 Iteration 3Q: 3 clusters Score -48538.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -48615.636719 Penalty: 2941.076172 Iteration 4Q: 3 clusters Score -48615.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -48654.042969 Penalty: 2941.076172 Iteration 5Q: 3 clusters Score -48654.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -48672.882812 Penalty: 2941.076172 Iteration 6Q: 3 clusters Score -48672.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -48681.750000 Penalty: 2941.076172 Iteration 7Q: 3 clusters Score -48681.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -48688.871094 Penalty: 2941.076172 Iteration 8Q: 3 clusters Score -48688.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -48688.871094 Penalty: 2941.076172 Iteration 9F: 3 clusters Score -48688.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Entering Unmasked Estep Score: -37226.078125 Penalty: 1421.868652 Iteration 0F: 2 clusters Score -37226.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -35989.671875 Penalty: 2843.737305 Iteration 0F: 3 clusters Score -35989.67 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -36242.433594 Penalty: 2843.737305 Iteration 1F: 3 clusters Score -36242.43 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -36374.375000 Penalty: 2843.737305 Iteration 2F: 3 clusters Score -36374.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -36442.886719 Penalty: 2843.737305 Iteration 3Q: 3 clusters Score -36442.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -36466.789062 Penalty: 2843.737305 Iteration 4Q: 3 clusters Score -36466.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -36490.003906 Penalty: 2843.737305 Iteration 5Q: 3 clusters Score -36490 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -36514.718750 Penalty: 2843.737305 Iteration 6Q: 3 clusters Score -36514.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -36528.625000 Penalty: 2843.737305 Iteration 7Q: 3 clusters Score -36528.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -36546.687500 Penalty: 2843.737305 Iteration 8Q: 3 clusters Score -36546.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -36548.582031 Penalty: 2843.737305 Iteration 9Q: 3 clusters Score -36548.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -36548.582031 Penalty: 2843.737305 Iteration 10F: 3 clusters Score -36548.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (42080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42080 members Entering Unmasked Estep Score: -7049209.000000 Penalty: 2640.537109 Iteration 0F: 2 clusters Score -7049209 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21006 members Mstep: Class 2 contains 21074 members Entering Unmasked Estep Score: -7024400.500000 Penalty: 5281.074219 Iteration 0F: 3 clusters Score -7024400 nChanged 19184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20794 members Mstep: Class 2 contains 21286 members Entering Unmasked Estep Score: -7034875.000000 Penalty: 5281.074219 Iteration 1F: 3 clusters Score -7034875 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20698 members Mstep: Class 2 contains 21382 members Entering Unmasked Estep Score: -7035276.500000 Penalty: 5281.074219 Iteration 2Q: 3 clusters Score -7035276 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20504 members Mstep: Class 2 contains 21576 members Entering Unmasked Estep Score: -7035721.500000 Penalty: 5281.074219 Iteration 3Q: 3 clusters Score -7035722 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20204 members Mstep: Class 2 contains 21876 members Entering Unmasked Estep Score: -7036057.500000 Penalty: 5281.074219 Iteration 4Q: 3 clusters Score -7036058 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19782 members Mstep: Class 2 contains 22298 members Entering Unmasked Estep Score: -7036478.500000 Penalty: 5281.074219 Iteration 5Q: 3 clusters Score -7036478 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19176 members Mstep: Class 2 contains 22904 members Entering Unmasked Estep Score: -7037015.500000 Penalty: 5281.074219 Iteration 6Q: 3 clusters Score -7037016 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18330 members Mstep: Class 2 contains 23750 members Entering Unmasked Estep Score: -7037633.500000 Penalty: 5281.074219 Iteration 7Q: 3 clusters Score -7037634 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17222 members Mstep: Class 2 contains 24858 members Entering Unmasked Estep Score: -7038587.000000 Penalty: 5281.074219 Iteration 8Q: 3 clusters Score -7038587 nChanged 2249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15765 members Mstep: Class 2 contains 26315 members Entering Unmasked Estep Score: -7039858.500000 Penalty: 5281.074219 Iteration 9F: 3 clusters Score -7039858 nChanged 2445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14272 members Mstep: Class 2 contains 27808 members Entering Unmasked Estep Score: -7041289.000000 Penalty: 5281.074219 Iteration 10F: 3 clusters Score -7041289 nChanged 2336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13032 members Mstep: Class 2 contains 29048 members Entering Unmasked Estep Score: -7042688.500000 Penalty: 5281.074219 Iteration 11F: 3 clusters Score -7042688 nChanged 2006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12192 members Mstep: Class 2 contains 29888 members Entering Unmasked Estep Score: -7043703.500000 Penalty: 5281.074219 Iteration 12Q: 3 clusters Score -7043704 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11721 members Mstep: Class 2 contains 30359 members Entering Unmasked Estep Score: -7044375.000000 Penalty: 5281.074219 Iteration 13Q: 3 clusters Score -7044375 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11425 members Mstep: Class 2 contains 30655 members Entering Unmasked Estep Score: -7044766.500000 Penalty: 5281.074219 Iteration 14Q: 3 clusters Score -7044766 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11187 members Mstep: Class 2 contains 30893 members Entering Unmasked Estep Score: -7044936.000000 Penalty: 5281.074219 Iteration 15Q: 3 clusters Score -7044936 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10986 members Mstep: Class 2 contains 31094 members Entering Unmasked Estep Score: -7045025.500000 Penalty: 5281.074219 Iteration 16Q: 3 clusters Score -7045026 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 31270 members Entering Unmasked Estep Score: -7045100.000000 Penalty: 5281.074219 Iteration 17Q: 3 clusters Score -7045100 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 31430 members Entering Unmasked Estep Score: -7045121.000000 Penalty: 5281.074219 Iteration 18Q: 3 clusters Score -7045121 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10508 members Mstep: Class 2 contains 31572 members Entering Unmasked Estep Score: -7045151.500000 Penalty: 5281.074219 Iteration 19Q: 3 clusters Score -7045152 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10347 members Mstep: Class 2 contains 31733 members Entering Unmasked Estep Score: -7045171.500000 Penalty: 5281.074219 Iteration 20F: 3 clusters Score -7045172 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10197 members Mstep: Class 2 contains 31883 members Entering Unmasked Estep Score: -7045215.500000 Penalty: 5281.074219 Iteration 21Q: 3 clusters Score -7045216 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10052 members Mstep: Class 2 contains 32028 members Entering Unmasked Estep Score: -7045229.500000 Penalty: 5281.074219 Iteration 22Q: 3 clusters Score -7045230 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 32147 members Entering Unmasked Estep Score: -7045251.000000 Penalty: 5281.074219 Iteration 23Q: 3 clusters Score -7045251 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9818 members Mstep: Class 2 contains 32262 members Entering Unmasked Estep Score: -7045292.000000 Penalty: 5281.074219 Iteration 24Q: 3 clusters Score -7045292 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9707 members Mstep: Class 2 contains 32373 members Entering Unmasked Estep Score: -7045332.000000 Penalty: 5281.074219 Iteration 25Q: 3 clusters Score -7045332 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9600 members Mstep: Class 2 contains 32480 members Entering Unmasked Estep Score: -7045384.000000 Penalty: 5281.074219 Iteration 26Q: 3 clusters Score -7045384 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9492 members Mstep: Class 2 contains 32588 members Entering Unmasked Estep Score: -7045417.000000 Penalty: 5281.074219 Iteration 27Q: 3 clusters Score -7045417 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9392 members Mstep: Class 2 contains 32688 members Entering Unmasked Estep Score: -7045433.500000 Penalty: 5281.074219 Iteration 28Q: 3 clusters Score -7045434 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 32776 members Entering Unmasked Estep Score: -7045442.500000 Penalty: 5281.074219 Iteration 29Q: 3 clusters Score -7045442 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 32862 members Entering Unmasked Estep Score: -7045463.500000 Penalty: 5281.074219 Iteration 30Q: 3 clusters Score -7045464 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9137 members Mstep: Class 2 contains 32943 members Entering Unmasked Estep Score: -7045489.000000 Penalty: 5281.074219 Iteration 31Q: 3 clusters Score -7045489 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 33034 members Entering Unmasked Estep Score: -7045519.500000 Penalty: 5281.074219 Iteration 32Q: 3 clusters Score -7045520 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 33112 members Entering Unmasked Estep Score: -7045536.000000 Penalty: 5281.074219 Iteration 33Q: 3 clusters Score -7045536 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8905 members Mstep: Class 2 contains 33175 members Entering Unmasked Estep Score: -7045543.500000 Penalty: 5281.074219 Iteration 34Q: 3 clusters Score -7045544 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 33236 members Entering Unmasked Estep Score: -7045536.500000 Penalty: 5281.074219 Iteration 35Q: 3 clusters Score -7045536 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8806 members Mstep: Class 2 contains 33274 members Entering Unmasked Estep Score: -7045560.000000 Penalty: 5281.074219 Iteration 36Q: 3 clusters Score -7045560 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 33292 members Entering Unmasked Estep Score: -7045562.500000 Penalty: 5281.074219 Iteration 37Q: 3 clusters Score -7045562 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8778 members Mstep: Class 2 contains 33302 members Entering Unmasked Estep Score: -7045553.500000 Penalty: 5281.074219 Iteration 38Q: 3 clusters Score -7045554 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8770 members Mstep: Class 2 contains 33310 members Entering Unmasked Estep Score: -7045579.000000 Penalty: 5281.074219 Iteration 39Q: 3 clusters Score -7045579 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8762 members Mstep: Class 2 contains 33318 members Entering Unmasked Estep Score: -7045593.000000 Penalty: 5281.074219 Iteration 40F: 3 clusters Score -7045593 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8741 members Mstep: Class 2 contains 33339 members Entering Unmasked Estep Score: -7045566.000000 Penalty: 5281.074219 Iteration 41Q: 3 clusters Score -7045566 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8726 members Mstep: Class 2 contains 33354 members Entering Unmasked Estep Score: -7045555.500000 Penalty: 5281.074219 Iteration 42Q: 3 clusters Score -7045556 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8714 members Mstep: Class 2 contains 33366 members Entering Unmasked Estep Score: -7045543.500000 Penalty: 5281.074219 Iteration 43Q: 3 clusters Score -7045544 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 33381 members Entering Unmasked Estep Score: -7045557.500000 Penalty: 5281.074219 Iteration 44Q: 3 clusters Score -7045558 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8690 members Mstep: Class 2 contains 33390 members Entering Unmasked Estep Score: -7045561.000000 Penalty: 5281.074219 Iteration 45Q: 3 clusters Score -7045561 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 33393 members Entering Unmasked Estep Score: -7045566.500000 Penalty: 5281.074219 Iteration 46Q: 3 clusters Score -7045566 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 33406 members Entering Unmasked Estep Score: -7045577.500000 Penalty: 5281.074219 Iteration 47Q: 3 clusters Score -7045578 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 33417 members Entering Unmasked Estep Score: -7045572.500000 Penalty: 5281.074219 Iteration 48Q: 3 clusters Score -7045572 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8652 members Mstep: Class 2 contains 33428 members Entering Unmasked Estep Score: -7045574.000000 Penalty: 5281.074219 Iteration 49Q: 3 clusters Score -7045574 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8635 members Mstep: Class 2 contains 33445 members Entering Unmasked Estep Score: -7045575.500000 Penalty: 5281.074219 Iteration 50Q: 3 clusters Score -7045576 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8631 members Mstep: Class 2 contains 33449 members Entering Unmasked Estep Score: -7045572.000000 Penalty: 5281.074219 Iteration 51Q: 3 clusters Score -7045572 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8630 members Mstep: Class 2 contains 33450 members Entering Unmasked Estep Score: -7045573.000000 Penalty: 5281.074219 Iteration 52Q: 3 clusters Score -7045573 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8630 members Mstep: Class 2 contains 33450 members Entering Unmasked Estep Score: -7045575.500000 Penalty: 5281.074219 Iteration 53Q: 3 clusters Score -7045576 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8631 members Mstep: Class 2 contains 33449 members Entering Unmasked Estep Score: -7045574.000000 Penalty: 5281.074219 Iteration 54Q: 3 clusters Score -7045574 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8632 members Mstep: Class 2 contains 33448 members Entering Unmasked Estep Score: -7045571.500000 Penalty: 5281.074219 Iteration 55Q: 3 clusters Score -7045572 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 33444 members Entering Unmasked Estep Score: -7045571.000000 Penalty: 5281.074219 Iteration 56Q: 3 clusters Score -7045571 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8635 members Mstep: Class 2 contains 33445 members Entering Unmasked Estep Score: -7045564.000000 Penalty: 5281.074219 Iteration 57Q: 3 clusters Score -7045564 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 33443 members Entering Unmasked Estep Score: -7045564.500000 Penalty: 5281.074219 Iteration 58Q: 3 clusters Score -7045564 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 33441 members Entering Unmasked Estep Score: -7045571.500000 Penalty: 5281.074219 Iteration 59Q: 3 clusters Score -7045572 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Mstep: Class 2 contains 33438 members Entering Unmasked Estep Score: -7045577.000000 Penalty: 5281.074219 Iteration 60F: 3 clusters Score -7045577 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8644 members Mstep: Class 2 contains 33436 members Entering Unmasked Estep Score: -7045587.500000 Penalty: 5281.074219 Iteration 61Q: 3 clusters Score -7045588 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8646 members Mstep: Class 2 contains 33434 members Entering Unmasked Estep Score: -7045579.500000 Penalty: 5281.074219 Iteration 62Q: 3 clusters Score -7045580 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8645 members Mstep: Class 2 contains 33435 members Entering Unmasked Estep Score: -7045577.000000 Penalty: 5281.074219 Iteration 63Q: 3 clusters Score -7045577 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 33430 members Entering Unmasked Estep Score: -7045585.000000 Penalty: 5281.074219 Iteration 64Q: 3 clusters Score -7045585 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 33429 members Entering Unmasked Estep Score: -7045590.000000 Penalty: 5281.074219 Iteration 65Q: 3 clusters Score -7045590 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 33427 members Entering Unmasked Estep Score: -7045585.500000 Penalty: 5281.074219 Iteration 66Q: 3 clusters Score -7045586 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 33424 members Entering Unmasked Estep Score: -7045583.500000 Penalty: 5281.074219 Iteration 67Q: 3 clusters Score -7045584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8659 members Mstep: Class 2 contains 33421 members Entering Unmasked Estep Score: -7045581.500000 Penalty: 5281.074219 Iteration 68Q: 3 clusters Score -7045582 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8659 members Mstep: Class 2 contains 33421 members Entering Unmasked Estep Score: -7045581.500000 Penalty: 5281.074219 Iteration 69F: 3 clusters Score -7045582 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -25007.843750 Penalty: 1331.918213 Iteration 0F: 2 clusters Score -25007.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -24054.457031 Penalty: 2663.836426 Iteration 0F: 3 clusters Score -24054.46 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -24354.392578 Penalty: 2663.836426 Iteration 1F: 3 clusters Score -24354.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -24407.324219 Penalty: 2663.836426 Iteration 2Q: 3 clusters Score -24407.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -24417.074219 Penalty: 2663.836426 Iteration 3Q: 3 clusters Score -24417.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -24459.695312 Penalty: 2663.836426 Iteration 4Q: 3 clusters Score -24459.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -24530.816406 Penalty: 2663.836426 Iteration 5Q: 3 clusters Score -24530.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -24530.816406 Penalty: 2663.836426 Iteration 6F: 3 clusters Score -24530.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Entering Unmasked Estep Score: -297746.937500 Penalty: 1881.149658 Iteration 0F: 2 clusters Score -297746.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -295189.500000 Penalty: 3762.299316 Iteration 0F: 3 clusters Score -295189.5 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -295734.312500 Penalty: 3762.299316 Iteration 1F: 3 clusters Score -295734.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -295947.562500 Penalty: 3762.299316 Iteration 2F: 3 clusters Score -295947.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -296180.218750 Penalty: 3762.299316 Iteration 3F: 3 clusters Score -296180.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -296426.437500 Penalty: 3762.299316 Iteration 4F: 3 clusters Score -296426.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -296674.531250 Penalty: 3762.299316 Iteration 5F: 3 clusters Score -296674.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -296916.718750 Penalty: 3762.299316 Iteration 6F: 3 clusters Score -296916.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -297050.968750 Penalty: 3762.299316 Iteration 7Q: 3 clusters Score -297051 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -297093.656250 Penalty: 3762.299316 Iteration 8Q: 3 clusters Score -297093.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -297111.000000 Penalty: 3762.299316 Iteration 9Q: 3 clusters Score -297111 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -297120.375000 Penalty: 3762.299316 Iteration 10Q: 3 clusters Score -297120.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -297129.281250 Penalty: 3762.299316 Iteration 11Q: 3 clusters Score -297129.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -297131.937500 Penalty: 3762.299316 Iteration 12Q: 3 clusters Score -297131.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -297132.125000 Penalty: 3762.299316 Iteration 13Q: 3 clusters Score -297132.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -297132.343750 Penalty: 3762.299316 Iteration 14Q: 3 clusters Score -297132.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -297132.343750 Penalty: 3762.299316 Iteration 15F: 3 clusters Score -297132.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28684 members Mstep: Class 4 contains 40438 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28688 members Mstep: Class 10 contains 9480 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54748 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3793 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42080 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741752.000000 Penalty: 73631.453125 Iteration 439Q: 25 clusters Score -3.774175e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28676 members Mstep: Class 4 contains 40422 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28688 members Mstep: Class 10 contains 9488 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54764 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3793 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42082 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741720.000000 Penalty: 73631.453125 Iteration 440F: 25 clusters Score -3.774172e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28670 members Mstep: Class 4 contains 40410 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28687 members Mstep: Class 10 contains 9499 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54774 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3793 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42085 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741736.000000 Penalty: 73631.453125 Iteration 441Q: 25 clusters Score -3.774174e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28663 members Mstep: Class 4 contains 40402 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28685 members Mstep: Class 10 contains 9506 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54786 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3793 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42086 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741760.000000 Penalty: 73631.453125 Iteration 442Q: 25 clusters Score -3.774176e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28653 members Mstep: Class 4 contains 40393 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28683 members Mstep: Class 10 contains 9514 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54793 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3860 members Mstep: Class 18 contains 5985 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42093 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741752.000000 Penalty: 73631.453125 Iteration 443Q: 25 clusters Score -3.774175e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28649 members Mstep: Class 4 contains 40386 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28681 members Mstep: Class 10 contains 9524 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54790 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3859 members Mstep: Class 18 contains 5983 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42105 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741756.000000 Penalty: 73631.453125 Iteration 444Q: 25 clusters Score -3.774176e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28646 members Mstep: Class 4 contains 40375 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28679 members Mstep: Class 10 contains 9526 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54795 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 5983 members Mstep: Class 19 contains 3795 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42114 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741732.000000 Penalty: 73631.453125 Iteration 445Q: 25 clusters Score -3.774173e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28641 members Mstep: Class 4 contains 40371 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28675 members Mstep: Class 10 contains 9532 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54792 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 5983 members Mstep: Class 19 contains 3795 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42124 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741716.000000 Penalty: 73631.453125 Iteration 446Q: 25 clusters Score -3.774172e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28635 members Mstep: Class 4 contains 40361 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28672 members Mstep: Class 10 contains 9536 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54792 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 5985 members Mstep: Class 19 contains 3795 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42135 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741688.000000 Penalty: 73631.453125 Iteration 447Q: 25 clusters Score -3.774169e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28633 members Mstep: Class 4 contains 40358 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28668 members Mstep: Class 10 contains 9539 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54795 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 5985 members Mstep: Class 19 contains 3795 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42138 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741684.000000 Penalty: 73631.453125 Iteration 448Q: 25 clusters Score -3.774168e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28629 members Mstep: Class 4 contains 40356 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28665 members Mstep: Class 10 contains 9548 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54787 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 5985 members Mstep: Class 19 contains 3795 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42151 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741676.000000 Penalty: 73631.453125 Iteration 449Q: 25 clusters Score -3.774168e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28623 members Mstep: Class 4 contains 40356 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28662 members Mstep: Class 10 contains 9552 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54787 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42159 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741692.000000 Penalty: 73631.453125 Iteration 450Q: 25 clusters Score -3.774169e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28619 members Mstep: Class 4 contains 40355 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28659 members Mstep: Class 10 contains 9558 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54783 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42169 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741664.000000 Penalty: 73631.453125 Iteration 451Q: 25 clusters Score -3.774166e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28616 members Mstep: Class 4 contains 40346 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28659 members Mstep: Class 10 contains 9559 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54779 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42183 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741652.000000 Penalty: 73631.453125 Iteration 452Q: 25 clusters Score -3.774165e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28614 members Mstep: Class 4 contains 40331 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28657 members Mstep: Class 10 contains 9561 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54782 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42197 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741668.000000 Penalty: 73631.453125 Iteration 453Q: 25 clusters Score -3.774167e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28614 members Mstep: Class 4 contains 40321 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28657 members Mstep: Class 10 contains 9560 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54783 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 5989 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42208 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741708.000000 Penalty: 73631.453125 Iteration 454Q: 25 clusters Score -3.774171e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28613 members Mstep: Class 4 contains 40313 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28654 members Mstep: Class 10 contains 9562 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54784 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42220 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1969 members Entering Unmasked Estep ConsiderDeletion Score: -37741660.000000 Penalty: 73631.453125 Iteration 455Q: 25 clusters Score -3.774166e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28611 members Mstep: Class 4 contains 40309 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28649 members Mstep: Class 10 contains 9564 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54794 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42222 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -37741648.000000 Penalty: 73631.453125 Iteration 456Q: 25 clusters Score -3.774165e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28609 members Mstep: Class 4 contains 40300 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28646 members Mstep: Class 10 contains 9566 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54807 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3858 members Mstep: Class 18 contains 5985 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42225 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1972 members Entering Unmasked Estep ConsiderDeletion Score: -37741640.000000 Penalty: 73631.453125 Iteration 457Q: 25 clusters Score -3.774164e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28607 members Mstep: Class 4 contains 40296 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28644 members Mstep: Class 10 contains 9566 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54815 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5985 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42228 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741624.000000 Penalty: 73631.453125 Iteration 458Q: 25 clusters Score -3.774162e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28605 members Mstep: Class 4 contains 40291 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28642 members Mstep: Class 10 contains 9567 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54820 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3855 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42230 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741620.000000 Penalty: 73631.453125 Iteration 459Q: 25 clusters Score -3.774162e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28604 members Mstep: Class 4 contains 40283 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28640 members Mstep: Class 10 contains 9569 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54828 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3854 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42231 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741600.000000 Penalty: 73631.453125 Iteration 460F: 25 clusters Score -3.77416e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28607 members Mstep: Class 4 contains 40277 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28638 members Mstep: Class 10 contains 9568 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54829 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42238 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741616.000000 Penalty: 73631.453125 Iteration 461Q: 25 clusters Score -3.774162e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28608 members Mstep: Class 4 contains 40274 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28638 members Mstep: Class 10 contains 9568 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54824 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42246 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741628.000000 Penalty: 73631.453125 Iteration 462Q: 25 clusters Score -3.774163e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28608 members Mstep: Class 4 contains 40271 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28637 members Mstep: Class 10 contains 9568 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54827 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42248 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741616.000000 Penalty: 73631.453125 Iteration 463Q: 25 clusters Score -3.774162e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28608 members Mstep: Class 4 contains 40268 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28635 members Mstep: Class 10 contains 9568 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54826 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42254 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741628.000000 Penalty: 73631.453125 Iteration 464Q: 25 clusters Score -3.774163e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28608 members Mstep: Class 4 contains 40263 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28635 members Mstep: Class 10 contains 9568 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54829 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42256 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741612.000000 Penalty: 73631.453125 Iteration 465Q: 25 clusters Score -3.774161e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28608 members Mstep: Class 4 contains 40258 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28635 members Mstep: Class 10 contains 9568 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54828 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42262 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741612.000000 Penalty: 73631.453125 Iteration 466Q: 25 clusters Score -3.774161e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28608 members Mstep: Class 4 contains 40256 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28634 members Mstep: Class 10 contains 9568 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54822 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42271 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741620.000000 Penalty: 73631.453125 Iteration 467Q: 25 clusters Score -3.774162e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28608 members Mstep: Class 4 contains 40253 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28633 members Mstep: Class 10 contains 9568 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54816 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42281 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741628.000000 Penalty: 73631.453125 Iteration 468Q: 25 clusters Score -3.774163e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28609 members Mstep: Class 4 contains 40251 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28631 members Mstep: Class 10 contains 9568 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54817 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42283 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741632.000000 Penalty: 73631.453125 Iteration 469Q: 25 clusters Score -3.774163e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28609 members Mstep: Class 4 contains 40251 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28629 members Mstep: Class 10 contains 9568 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54821 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42281 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741612.000000 Penalty: 73631.453125 Iteration 470Q: 25 clusters Score -3.774161e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40249 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28627 members Mstep: Class 10 contains 9568 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54822 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42283 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741592.000000 Penalty: 73631.453125 Iteration 471Q: 25 clusters Score -3.774159e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40245 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28627 members Mstep: Class 10 contains 9568 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54824 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42285 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741584.000000 Penalty: 73631.453125 Iteration 472Q: 25 clusters Score -3.774158e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40241 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28627 members Mstep: Class 10 contains 9568 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54826 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42287 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741556.000000 Penalty: 73631.453125 Iteration 473Q: 25 clusters Score -3.774156e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40241 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28627 members Mstep: Class 10 contains 9567 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54826 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42288 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741572.000000 Penalty: 73631.453125 Iteration 474Q: 25 clusters Score -3.774157e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40240 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28627 members Mstep: Class 10 contains 9564 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54828 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42290 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741544.000000 Penalty: 73631.453125 Iteration 475Q: 25 clusters Score -3.774154e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40238 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28626 members Mstep: Class 10 contains 9563 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54827 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5988 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42295 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741568.000000 Penalty: 73631.453125 Iteration 476Q: 25 clusters Score -3.774157e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40237 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28626 members Mstep: Class 10 contains 9563 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54829 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5987 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42295 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741556.000000 Penalty: 73631.453125 Iteration 477Q: 25 clusters Score -3.774156e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40239 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28625 members Mstep: Class 10 contains 9562 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4269 members Mstep: Class 15 contains 54831 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5986 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42294 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741576.000000 Penalty: 73631.453125 Iteration 478Q: 25 clusters Score -3.774158e+07 nChanged 15 Entering ConstructFrom: Score: -37741576.000000 Penalty: 73631.453125 Entering ConstructFrom: Trying to split cluster 1 (5305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Entering Unmasked Estep Score: -890886.000000 Penalty: 2126.948242 Iteration 0F: 2 clusters Score -890886 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -886161.187500 Penalty: 4253.896484 Iteration 0F: 3 clusters Score -886161.2 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -887279.250000 Penalty: 4253.896484 Iteration 1F: 3 clusters Score -887279.2 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -887544.000000 Penalty: 4253.896484 Iteration 2F: 3 clusters Score -887544 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -887768.625000 Penalty: 4253.896484 Iteration 3F: 3 clusters Score -887768.6 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -887932.375000 Penalty: 4253.896484 Iteration 4F: 3 clusters Score -887932.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -888077.437500 Penalty: 4253.896484 Iteration 5Q: 3 clusters Score -888077.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -888203.687500 Penalty: 4253.896484 Iteration 6Q: 3 clusters Score -888203.7 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -888299.000000 Penalty: 4253.896484 Iteration 7Q: 3 clusters Score -888299 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -888383.375000 Penalty: 4253.896484 Iteration 8Q: 3 clusters Score -888383.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -888460.125000 Penalty: 4253.896484 Iteration 9Q: 3 clusters Score -888460.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -888545.250000 Penalty: 4253.896484 Iteration 10Q: 3 clusters Score -888545.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -888655.062500 Penalty: 4253.896484 Iteration 11Q: 3 clusters Score -888655.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -888765.125000 Penalty: 4253.896484 Iteration 12Q: 3 clusters Score -888765.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -888880.437500 Penalty: 4253.896484 Iteration 13Q: 3 clusters Score -888880.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -888982.000000 Penalty: 4253.896484 Iteration 14Q: 3 clusters Score -888982 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -889083.250000 Penalty: 4253.896484 Iteration 15Q: 3 clusters Score -889083.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -889195.062500 Penalty: 4253.896484 Iteration 16Q: 3 clusters Score -889195.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -889292.625000 Penalty: 4253.896484 Iteration 17Q: 3 clusters Score -889292.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -889375.437500 Penalty: 4253.896484 Iteration 18Q: 3 clusters Score -889375.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -889450.875000 Penalty: 4253.896484 Iteration 19Q: 3 clusters Score -889450.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -889484.750000 Penalty: 4253.896484 Iteration 20F: 3 clusters Score -889484.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -889514.062500 Penalty: 4253.896484 Iteration 21Q: 3 clusters Score -889514.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -889538.312500 Penalty: 4253.896484 Iteration 22Q: 3 clusters Score -889538.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -889562.062500 Penalty: 4253.896484 Iteration 23Q: 3 clusters Score -889562.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -889582.187500 Penalty: 4253.896484 Iteration 24Q: 3 clusters Score -889582.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -889592.625000 Penalty: 4253.896484 Iteration 25Q: 3 clusters Score -889592.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -889598.187500 Penalty: 4253.896484 Iteration 26Q: 3 clusters Score -889598.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -889598.750000 Penalty: 4253.896484 Iteration 27Q: 3 clusters Score -889598.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -889602.500000 Penalty: 4253.896484 Iteration 28Q: 3 clusters Score -889602.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -889605.125000 Penalty: 4253.896484 Iteration 29Q: 3 clusters Score -889605.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -889607.875000 Penalty: 4253.896484 Iteration 30Q: 3 clusters Score -889607.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -889613.187500 Penalty: 4253.896484 Iteration 31Q: 3 clusters Score -889613.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -889619.562500 Penalty: 4253.896484 Iteration 32Q: 3 clusters Score -889619.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -889627.000000 Penalty: 4253.896484 Iteration 33Q: 3 clusters Score -889627 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -889634.250000 Penalty: 4253.896484 Iteration 34Q: 3 clusters Score -889634.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -889641.062500 Penalty: 4253.896484 Iteration 35Q: 3 clusters Score -889641.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -889646.187500 Penalty: 4253.896484 Iteration 36Q: 3 clusters Score -889646.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -889653.625000 Penalty: 4253.896484 Iteration 37Q: 3 clusters Score -889653.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -889664.000000 Penalty: 4253.896484 Iteration 38Q: 3 clusters Score -889664 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -889667.937500 Penalty: 4253.896484 Iteration 39Q: 3 clusters Score -889667.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -889673.625000 Penalty: 4253.896484 Iteration 40F: 3 clusters Score -889673.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -889676.125000 Penalty: 4253.896484 Iteration 41Q: 3 clusters Score -889676.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -889676.125000 Penalty: 4253.896484 Iteration 42F: 3 clusters Score -889676.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Entering Unmasked Estep Score: -23419.242188 Penalty: 1388.408691 Iteration 0F: 2 clusters Score -23419.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -22449.279297 Penalty: 2776.817383 Iteration 0F: 3 clusters Score -22449.28 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -22957.476562 Penalty: 2776.817383 Iteration 1F: 3 clusters Score -22957.48 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -23408.582031 Penalty: 2776.817383 Iteration 2F: 3 clusters Score -23408.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -23510.119141 Penalty: 2776.817383 Iteration 3Q: 3 clusters Score -23510.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -23683.500000 Penalty: 2776.817383 Iteration 4Q: 3 clusters Score -23683.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -23738.638672 Penalty: 2776.817383 Iteration 5Q: 3 clusters Score -23738.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -23773.519531 Penalty: 2776.817383 Iteration 6Q: 3 clusters Score -23773.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -23793.662109 Penalty: 2776.817383 Iteration 7F: 3 clusters Score -23793.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -23931.121094 Penalty: 2776.817383 Iteration 8Q: 3 clusters Score -23931.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -23931.951172 Penalty: 2776.817383 Iteration 9F: 3 clusters Score -23931.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -24034.853516 Penalty: 2776.817383 Iteration 10Q: 3 clusters Score -24034.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -24062.740234 Penalty: 2776.817383 Iteration 11Q: 3 clusters Score -24062.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -24062.740234 Penalty: 2776.817383 Iteration 12F: 3 clusters Score -24062.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 81 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40240 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28626 members Mstep: Class 10 contains 9562 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54831 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5984 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42295 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Mstep: Class 25 contains 189 members Entering Unmasked Estep Score: -37740556.000000 Penalty: 76699.429688 Splitting cluster 2 changes total score from -37741576.000000 to -37740556.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (28610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28610 members Entering Unmasked Estep Score: -4596614.000000 Penalty: 2544.854980 Iteration 0F: 2 clusters Score -4596614 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14366 members Mstep: Class 2 contains 14244 members Entering Unmasked Estep Score: -4576971.000000 Penalty: 5089.709961 Iteration 0F: 3 clusters Score -4576971 nChanged 12929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14445 members Mstep: Class 2 contains 14165 members Entering Unmasked Estep Score: -4583922.500000 Penalty: 5089.709961 Iteration 1F: 3 clusters Score -4583922 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14438 members Mstep: Class 2 contains 14172 members Entering Unmasked Estep Score: -4584527.000000 Penalty: 5089.709961 Iteration 2F: 3 clusters Score -4584527 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14415 members Mstep: Class 2 contains 14195 members Entering Unmasked Estep Score: -4585084.500000 Penalty: 5089.709961 Iteration 3F: 3 clusters Score -4585084 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14312 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -4585607.000000 Penalty: 5089.709961 Iteration 4Q: 3 clusters Score -4585607 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14236 members Mstep: Class 2 contains 14374 members Entering Unmasked Estep Score: -4586082.000000 Penalty: 5089.709961 Iteration 5Q: 3 clusters Score -4586082 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14115 members Mstep: Class 2 contains 14495 members Entering Unmasked Estep Score: -4586562.500000 Penalty: 5089.709961 Iteration 6Q: 3 clusters Score -4586562 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13999 members Mstep: Class 2 contains 14611 members Entering Unmasked Estep Score: -4587006.000000 Penalty: 5089.709961 Iteration 7Q: 3 clusters Score -4587006 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13884 members Mstep: Class 2 contains 14726 members Entering Unmasked Estep Score: -4587400.500000 Penalty: 5089.709961 Iteration 8Q: 3 clusters Score -4587400 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13822 members Mstep: Class 2 contains 14788 members Entering Unmasked Estep Score: -4587830.000000 Penalty: 5089.709961 Iteration 9Q: 3 clusters Score -4587830 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13796 members Mstep: Class 2 contains 14814 members Entering Unmasked Estep Score: -4588168.000000 Penalty: 5089.709961 Iteration 10Q: 3 clusters Score -4588168 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13756 members Mstep: Class 2 contains 14854 members Entering Unmasked Estep Score: -4588474.000000 Penalty: 5089.709961 Iteration 11Q: 3 clusters Score -4588474 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13755 members Mstep: Class 2 contains 14855 members Entering Unmasked Estep Score: -4588758.000000 Penalty: 5089.709961 Iteration 12Q: 3 clusters Score -4588758 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13763 members Mstep: Class 2 contains 14847 members Entering Unmasked Estep Score: -4589006.500000 Penalty: 5089.709961 Iteration 13Q: 3 clusters Score -4589006 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13781 members Mstep: Class 2 contains 14829 members Entering Unmasked Estep Score: -4589242.000000 Penalty: 5089.709961 Iteration 14Q: 3 clusters Score -4589242 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13789 members Mstep: Class 2 contains 14821 members Entering Unmasked Estep Score: -4589501.500000 Penalty: 5089.709961 Iteration 15Q: 3 clusters Score -4589502 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13790 members Mstep: Class 2 contains 14820 members Entering Unmasked Estep Score: -4589746.000000 Penalty: 5089.709961 Iteration 16Q: 3 clusters Score -4589746 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13765 members Mstep: Class 2 contains 14845 members Entering Unmasked Estep Score: -4590000.500000 Penalty: 5089.709961 Iteration 17Q: 3 clusters Score -4590000 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13725 members Mstep: Class 2 contains 14885 members Entering Unmasked Estep Score: -4590220.500000 Penalty: 5089.709961 Iteration 18Q: 3 clusters Score -4590220 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13698 members Mstep: Class 2 contains 14912 members Entering Unmasked Estep Score: -4590396.000000 Penalty: 5089.709961 Iteration 19Q: 3 clusters Score -4590396 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13672 members Mstep: Class 2 contains 14938 members Entering Unmasked Estep Score: -4590513.000000 Penalty: 5089.709961 Iteration 20F: 3 clusters Score -4590513 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13682 members Mstep: Class 2 contains 14928 members Entering Unmasked Estep Score: -4590591.500000 Penalty: 5089.709961 Iteration 21Q: 3 clusters Score -4590592 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13679 members Mstep: Class 2 contains 14931 members Entering Unmasked Estep Score: -4590660.500000 Penalty: 5089.709961 Iteration 22Q: 3 clusters Score -4590660 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13660 members Mstep: Class 2 contains 14950 members Entering Unmasked Estep Score: -4590727.500000 Penalty: 5089.709961 Iteration 23Q: 3 clusters Score -4590728 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13601 members Mstep: Class 2 contains 15009 members Entering Unmasked Estep Score: -4590765.000000 Penalty: 5089.709961 Iteration 24Q: 3 clusters Score -4590765 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13566 members Mstep: Class 2 contains 15044 members Entering Unmasked Estep Score: -4590782.500000 Penalty: 5089.709961 Iteration 25Q: 3 clusters Score -4590782 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13528 members Mstep: Class 2 contains 15082 members Entering Unmasked Estep Score: -4590795.000000 Penalty: 5089.709961 Iteration 26Q: 3 clusters Score -4590795 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13480 members Mstep: Class 2 contains 15130 members Entering Unmasked Estep Score: -4590809.000000 Penalty: 5089.709961 Iteration 27Q: 3 clusters Score -4590809 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13435 members Mstep: Class 2 contains 15175 members Entering Unmasked Estep Score: -4590834.000000 Penalty: 5089.709961 Iteration 28Q: 3 clusters Score -4590834 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13418 members Mstep: Class 2 contains 15192 members Entering Unmasked Estep Score: -4590828.000000 Penalty: 5089.709961 Iteration 29Q: 3 clusters Score -4590828 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13394 members Mstep: Class 2 contains 15216 members Entering Unmasked Estep Score: -4590850.000000 Penalty: 5089.709961 Iteration 30Q: 3 clusters Score -4590850 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13364 members Mstep: Class 2 contains 15246 members Entering Unmasked Estep Score: -4590869.000000 Penalty: 5089.709961 Iteration 31Q: 3 clusters Score -4590869 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13329 members Mstep: Class 2 contains 15281 members Entering Unmasked Estep Score: -4590869.500000 Penalty: 5089.709961 Iteration 32Q: 3 clusters Score -4590870 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13286 members Mstep: Class 2 contains 15324 members Entering Unmasked Estep Score: -4590879.500000 Penalty: 5089.709961 Iteration 33Q: 3 clusters Score -4590880 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13245 members Mstep: Class 2 contains 15365 members Entering Unmasked Estep Score: -4590883.500000 Penalty: 5089.709961 Iteration 34Q: 3 clusters Score -4590884 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13192 members Mstep: Class 2 contains 15418 members Entering Unmasked Estep Score: -4590888.500000 Penalty: 5089.709961 Iteration 35Q: 3 clusters Score -4590888 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13135 members Mstep: Class 2 contains 15475 members Entering Unmasked Estep Score: -4590913.000000 Penalty: 5089.709961 Iteration 36Q: 3 clusters Score -4590913 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13071 members Mstep: Class 2 contains 15539 members Entering Unmasked Estep Score: -4590937.000000 Penalty: 5089.709961 Iteration 37Q: 3 clusters Score -4590937 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13021 members Mstep: Class 2 contains 15589 members Entering Unmasked Estep Score: -4590935.500000 Penalty: 5089.709961 Iteration 38Q: 3 clusters Score -4590936 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12970 members Mstep: Class 2 contains 15640 members Entering Unmasked Estep Score: -4590950.500000 Penalty: 5089.709961 Iteration 39Q: 3 clusters Score -4590950 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12921 members Mstep: Class 2 contains 15689 members Entering Unmasked Estep Score: -4590950.500000 Penalty: 5089.709961 Iteration 40F: 3 clusters Score -4590950 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12871 members Mstep: Class 2 contains 15739 members Entering Unmasked Estep Score: -4590942.000000 Penalty: 5089.709961 Iteration 41Q: 3 clusters Score -4590942 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12815 members Mstep: Class 2 contains 15795 members Entering Unmasked Estep Score: -4590946.000000 Penalty: 5089.709961 Iteration 42Q: 3 clusters Score -4590946 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12775 members Mstep: Class 2 contains 15835 members Entering Unmasked Estep Score: -4590950.500000 Penalty: 5089.709961 Iteration 43Q: 3 clusters Score -4590950 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12733 members Mstep: Class 2 contains 15877 members Entering Unmasked Estep Score: -4590954.000000 Penalty: 5089.709961 Iteration 44Q: 3 clusters Score -4590954 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12697 members Mstep: Class 2 contains 15913 members Entering Unmasked Estep Score: -4590950.500000 Penalty: 5089.709961 Iteration 45Q: 3 clusters Score -4590950 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12661 members Mstep: Class 2 contains 15949 members Entering Unmasked Estep Score: -4590958.500000 Penalty: 5089.709961 Iteration 46Q: 3 clusters Score -4590958 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12625 members Mstep: Class 2 contains 15985 members Entering Unmasked Estep Score: -4590968.500000 Penalty: 5089.709961 Iteration 47Q: 3 clusters Score -4590968 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12594 members Mstep: Class 2 contains 16016 members Entering Unmasked Estep Score: -4590960.000000 Penalty: 5089.709961 Iteration 48Q: 3 clusters Score -4590960 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12563 members Mstep: Class 2 contains 16047 members Entering Unmasked Estep Score: -4590973.500000 Penalty: 5089.709961 Iteration 49Q: 3 clusters Score -4590974 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 16081 members Entering Unmasked Estep Score: -4590967.000000 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-4591334 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10073 members Mstep: Class 2 contains 18537 members Entering Unmasked Estep Score: -4591360.500000 Penalty: 5089.709961 Iteration 82Q: 3 clusters Score -4591360 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9900 members Mstep: Class 2 contains 18710 members Entering Unmasked Estep Score: -4591396.500000 Penalty: 5089.709961 Iteration 83Q: 3 clusters Score -4591396 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9730 members Mstep: Class 2 contains 18880 members Entering Unmasked Estep Score: -4591419.500000 Penalty: 5089.709961 Iteration 84Q: 3 clusters Score -4591420 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9582 members Mstep: Class 2 contains 19028 members Entering Unmasked Estep Score: -4591442.000000 Penalty: 5089.709961 Iteration 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Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 27615 members Entering Unmasked Estep Score: -4594576.000000 Penalty: 5089.709961 Iteration 121Q: 3 clusters Score -4594576 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 27638 members Entering Unmasked Estep Score: -4594575.500000 Penalty: 5089.709961 Iteration 122Q: 3 clusters Score -4594576 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 27655 members Entering Unmasked Estep Score: -4594591.500000 Penalty: 5089.709961 Iteration 123Q: 3 clusters Score -4594592 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 27677 members Entering Unmasked Estep Score: -4594597.000000 Penalty: 5089.709961 Iteration 124Q: 3 clusters Score 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Estep Score: -4594694.000000 Penalty: 5089.709961 Iteration 144Q: 3 clusters Score -4594694 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 27841 members Entering Unmasked Estep Score: -4594695.500000 Penalty: 5089.709961 Iteration 145Q: 3 clusters Score -4594696 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 27844 members Entering Unmasked Estep Score: -4594692.000000 Penalty: 5089.709961 Iteration 146Q: 3 clusters Score -4594692 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 27845 members Entering Unmasked Estep Score: -4594697.000000 Penalty: 5089.709961 Iteration 147Q: 3 clusters Score -4594697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 27846 members Entering Unmasked Estep Score: -4594692.500000 Penalty: 5089.709961 Iteration 148Q: 3 clusters Score -4594692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 27848 members Entering Unmasked Estep Score: -4594692.000000 Penalty: 5089.709961 Iteration 149Q: 3 clusters Score -4594692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 27850 members Entering Unmasked Estep Score: -4594696.000000 Penalty: 5089.709961 Iteration 150Q: 3 clusters Score -4594696 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 27854 members Entering Unmasked Estep Score: -4594701.000000 Penalty: 5089.709961 Iteration 151Q: 3 clusters Score -4594701 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 27857 members Entering Unmasked Estep Score: -4594701.500000 Penalty: 5089.709961 Iteration 152Q: 3 clusters Score -4594702 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 27859 members Entering Unmasked Estep Score: -4594707.500000 Penalty: 5089.709961 Iteration 153Q: 3 clusters Score -4594708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 27860 members Entering Unmasked Estep Score: -4594699.500000 Penalty: 5089.709961 Iteration 154Q: 3 clusters Score -4594700 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 27862 members Entering Unmasked Estep Score: -4594707.000000 Penalty: 5089.709961 Iteration 155Q: 3 clusters Score -4594707 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 27865 members Entering Unmasked Estep Score: -4594699.500000 Penalty: 5089.709961 Iteration 156Q: 3 clusters Score -4594700 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 27866 members Entering Unmasked Estep Score: -4594702.500000 Penalty: 5089.709961 Iteration 157Q: 3 clusters Score -4594702 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 27866 members Entering Unmasked Estep Score: -4594702.500000 Penalty: 5089.709961 Iteration 158F: 3 clusters Score -4594702 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (40240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40240 members Entering Unmasked Estep Score: -6518598.000000 Penalty: 2629.448975 Iteration 0F: 2 clusters Score -6518598 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20278 members Mstep: Class 2 contains 19962 members Entering Unmasked Estep Score: -6491420.500000 Penalty: 5258.897949 Iteration 0F: 3 clusters Score -6491420 nChanged 18511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21407 members Mstep: Class 2 contains 18833 members Entering Unmasked Estep Score: -6501849.000000 Penalty: 5258.897949 Iteration 1F: 3 clusters Score -6501849 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22118 members Mstep: Class 2 contains 18122 members Entering Unmasked Estep Score: -6502575.000000 Penalty: 5258.897949 Iteration 2Q: 3 clusters Score -6502575 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23035 members Mstep: Class 2 contains 17205 members Entering Unmasked Estep Score: -6503356.000000 Penalty: 5258.897949 Iteration 3Q: 3 clusters Score -6503356 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24188 members Mstep: Class 2 contains 16052 members Entering Unmasked Estep Score: -6504186.500000 Penalty: 5258.897949 Iteration 4Q: 3 clusters Score -6504186 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25631 members Mstep: Class 2 contains 14609 members Entering Unmasked Estep Score: -6505315.500000 Penalty: 5258.897949 Iteration 5Q: 3 clusters Score -6505316 nChanged 2145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27390 members Mstep: Class 2 contains 12850 members Entering Unmasked Estep Score: -6506762.000000 Penalty: 5258.897949 Iteration 6F: 3 clusters Score -6506762 nChanged 2290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29394 members Mstep: Class 2 contains 10846 members Entering Unmasked Estep Score: -6508517.500000 Penalty: 5258.897949 Iteration 7F: 3 clusters Score -6508518 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31472 members Mstep: Class 2 contains 8768 members Entering Unmasked Estep Score: -6510292.500000 Penalty: 5258.897949 Iteration 8F: 3 clusters Score -6510292 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33465 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -6511966.000000 Penalty: 5258.897949 Iteration 9F: 3 clusters Score -6511966 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35108 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -6513190.500000 Penalty: 5258.897949 Iteration 10Q: 3 clusters Score -6513190 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36428 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -6514160.000000 Penalty: 5258.897949 Iteration 11Q: 3 clusters Score -6514160 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37383 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -6514894.500000 Penalty: 5258.897949 Iteration 12Q: 3 clusters Score -6514894 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38098 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -6515344.500000 Penalty: 5258.897949 Iteration 13Q: 3 clusters Score -6515344 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38551 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -6515626.000000 Penalty: 5258.897949 Iteration 14Q: 3 clusters Score -6515626 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38847 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -6515833.000000 Penalty: 5258.897949 Iteration 15Q: 3 clusters Score -6515833 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39049 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -6515975.500000 Penalty: 5258.897949 Iteration 16Q: 3 clusters Score -6515976 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39186 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -6516066.500000 Penalty: 5258.897949 Iteration 17Q: 3 clusters Score -6516066 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39283 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -6516127.500000 Penalty: 5258.897949 Iteration 18Q: 3 clusters Score -6516128 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39368 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -6516199.500000 Penalty: 5258.897949 Iteration 19Q: 3 clusters Score -6516200 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39440 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -6516240.500000 Penalty: 5258.897949 Iteration 20F: 3 clusters Score -6516240 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39490 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -6516282.500000 Penalty: 5258.897949 Iteration 21Q: 3 clusters Score -6516282 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39524 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -6516314.000000 Penalty: 5258.897949 Iteration 22Q: 3 clusters Score -6516314 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39547 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -6516338.000000 Penalty: 5258.897949 Iteration 23Q: 3 clusters Score -6516338 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39567 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -6516348.500000 Penalty: 5258.897949 Iteration 24Q: 3 clusters Score -6516348 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39585 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -6516365.000000 Penalty: 5258.897949 Iteration 25Q: 3 clusters Score -6516365 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39596 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -6516372.000000 Penalty: 5258.897949 Iteration 26Q: 3 clusters Score -6516372 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39610 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -6516373.500000 Penalty: 5258.897949 Iteration 27Q: 3 clusters Score -6516374 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39619 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -6516378.500000 Penalty: 5258.897949 Iteration 28Q: 3 clusters Score -6516378 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39629 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -6516385.000000 Penalty: 5258.897949 Iteration 29Q: 3 clusters Score -6516385 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39636 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -6516386.000000 Penalty: 5258.897949 Iteration 30Q: 3 clusters Score -6516386 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39646 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -6516393.000000 Penalty: 5258.897949 Iteration 31Q: 3 clusters Score -6516393 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39651 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -6516397.000000 Penalty: 5258.897949 Iteration 32Q: 3 clusters Score -6516397 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39658 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -6516404.000000 Penalty: 5258.897949 Iteration 33Q: 3 clusters Score -6516404 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39664 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -6516409.500000 Penalty: 5258.897949 Iteration 34Q: 3 clusters Score -6516410 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39667 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -6516415.000000 Penalty: 5258.897949 Iteration 35Q: 3 clusters Score -6516415 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39671 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -6516416.500000 Penalty: 5258.897949 Iteration 36Q: 3 clusters Score -6516416 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39676 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -6516414.500000 Penalty: 5258.897949 Iteration 37Q: 3 clusters Score -6516414 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39676 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -6516414.500000 Penalty: 5258.897949 Iteration 38F: 3 clusters Score -6516414 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Entering Unmasked Estep Score: -69509.914062 Penalty: 1534.689453 Iteration 0F: 2 clusters Score -69509.91 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 263 members Entering Unmasked Estep Score: -68102.203125 Penalty: 3069.378906 Iteration 0F: 3 clusters Score -68102.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -68287.007812 Penalty: 3069.378906 Iteration 1F: 3 clusters Score -68287.01 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -68367.437500 Penalty: 3069.378906 Iteration 2F: 3 clusters Score -68367.44 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -68432.593750 Penalty: 3069.378906 Iteration 3Q: 3 clusters Score -68432.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -68473.125000 Penalty: 3069.378906 Iteration 4Q: 3 clusters Score -68473.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -68497.101562 Penalty: 3069.378906 Iteration 5Q: 3 clusters Score -68497.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -68512.117188 Penalty: 3069.378906 Iteration 6Q: 3 clusters Score -68512.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -68519.328125 Penalty: 3069.378906 Iteration 7Q: 3 clusters Score -68519.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -68519.328125 Penalty: 3069.378906 Iteration 8F: 3 clusters Score -68519.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -51809.898438 Penalty: 1484.016235 Iteration 0F: 2 clusters Score -51809.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -50467.253906 Penalty: 2968.032471 Iteration 0F: 3 clusters Score -50467.25 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -50690.503906 Penalty: 2968.032471 Iteration 1F: 3 clusters Score -50690.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -50781.082031 Penalty: 2968.032471 Iteration 2F: 3 clusters Score -50781.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -50818.011719 Penalty: 2968.032471 Iteration 3Q: 3 clusters Score -50818.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -50851.871094 Penalty: 2968.032471 Iteration 4Q: 3 clusters Score -50851.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -50910.714844 Penalty: 2968.032471 Iteration 5Q: 3 clusters Score -50910.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -50934.960938 Penalty: 2968.032471 Iteration 6Q: 3 clusters Score -50934.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -50955.792969 Penalty: 2968.032471 Iteration 7Q: 3 clusters Score -50955.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -50964.632812 Penalty: 2968.032471 Iteration 8Q: 3 clusters Score -50964.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -50973.671875 Penalty: 2968.032471 Iteration 9Q: 3 clusters Score -50973.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -50979.117188 Penalty: 2968.032471 Iteration 10Q: 3 clusters Score -50979.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -50990.734375 Penalty: 2968.032471 Iteration 11Q: 3 clusters Score -50990.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -51019.429688 Penalty: 2968.032471 Iteration 12Q: 3 clusters Score -51019.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -51047.945312 Penalty: 2968.032471 Iteration 13Q: 3 clusters Score -51047.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -51049.367188 Penalty: 2968.032471 Iteration 14Q: 3 clusters Score -51049.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -51049.367188 Penalty: 2968.032471 Iteration 15F: 3 clusters Score -51049.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Entering Unmasked Estep Score: -105465.843750 Penalty: 1645.389160 Iteration 0F: 2 clusters Score -105465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -103766.195312 Penalty: 3290.778320 Iteration 0F: 3 clusters Score -103766.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -104096.312500 Penalty: 3290.778320 Iteration 1F: 3 clusters Score -104096.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -104325.664062 Penalty: 3290.778320 Iteration 2F: 3 clusters Score -104325.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -104543.914062 Penalty: 3290.778320 Iteration 3F: 3 clusters Score -104543.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -104662.656250 Penalty: 3290.778320 Iteration 4Q: 3 clusters Score -104662.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -104780.601562 Penalty: 3290.778320 Iteration 5Q: 3 clusters Score -104780.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -104937.281250 Penalty: 3290.778320 Iteration 6Q: 3 clusters Score -104937.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -105077.554688 Penalty: 3290.778320 Iteration 7Q: 3 clusters Score -105077.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -105214.882812 Penalty: 3290.778320 Iteration 8Q: 3 clusters Score -105214.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -105368.968750 Penalty: 3290.778320 Iteration 9Q: 3 clusters Score -105369 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -105670.812500 Penalty: 3290.778320 Iteration 10Q: 3 clusters Score -105670.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -106066.210938 Penalty: 3290.778320 Iteration 11Q: 3 clusters Score -106066.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -106291.046875 Penalty: 3290.778320 Iteration 12Q: 3 clusters Score -106291 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -106307.250000 Penalty: 3290.778320 Iteration 13Q: 3 clusters Score -106307.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -106307.250000 Penalty: 3290.778320 Iteration 14F: 3 clusters Score -106307.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40240 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 388 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28626 members Mstep: Class 10 contains 9562 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54831 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5984 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42295 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Mstep: Class 25 contains 373 members Entering Unmasked Estep Score: -37740976.000000 Penalty: 76699.429688 Splitting cluster 7 changes total score from -37741576.000000 to -37740976.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Entering Unmasked Estep Score: -168996.375000 Penalty: 1725.223267 Iteration 0F: 2 clusters Score -168996.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -167031.343750 Penalty: 3450.446533 Iteration 0F: 3 clusters Score -167031.3 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -167301.140625 Penalty: 3450.446533 Iteration 1F: 3 clusters Score -167301.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -167378.812500 Penalty: 3450.446533 Iteration 2F: 3 clusters Score -167378.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -167419.093750 Penalty: 3450.446533 Iteration 3Q: 3 clusters Score -167419.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -167439.125000 Penalty: 3450.446533 Iteration 4Q: 3 clusters Score -167439.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -167456.312500 Penalty: 3450.446533 Iteration 5Q: 3 clusters Score -167456.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -167465.562500 Penalty: 3450.446533 Iteration 6Q: 3 clusters Score -167465.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -167473.984375 Penalty: 3450.446533 Iteration 7Q: 3 clusters Score -167474 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -167476.500000 Penalty: 3450.446533 Iteration 8Q: 3 clusters Score -167476.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -167477.093750 Penalty: 3450.446533 Iteration 9Q: 3 clusters Score -167477.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -167478.484375 Penalty: 3450.446533 Iteration 10Q: 3 clusters Score -167478.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -167479.531250 Penalty: 3450.446533 Iteration 11Q: 3 clusters Score -167479.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -167480.328125 Penalty: 3450.446533 Iteration 12Q: 3 clusters Score -167480.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -167481.578125 Penalty: 3450.446533 Iteration 13Q: 3 clusters Score -167481.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -167481.578125 Penalty: 3450.446533 Iteration 14F: 3 clusters Score -167481.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (28626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28626 members Entering Unmasked Estep Score: -4658782.500000 Penalty: 2544.993408 Iteration 0F: 2 clusters Score -4658782 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14414 members Mstep: Class 2 contains 14212 members Entering Unmasked Estep Score: -4639206.500000 Penalty: 5089.986816 Iteration 0F: 3 clusters Score -4639206 nChanged 12857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14743 members Mstep: Class 2 contains 13883 members Entering Unmasked Estep Score: -4646349.000000 Penalty: 5089.986816 Iteration 1F: 3 clusters Score -4646349 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14920 members Mstep: Class 2 contains 13706 members Entering Unmasked Estep Score: -4647010.000000 Penalty: 5089.986816 Iteration 2F: 3 clusters Score -4647010 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15180 members Mstep: Class 2 contains 13446 members Entering Unmasked Estep Score: -4647674.500000 Penalty: 5089.986816 Iteration 3F: 3 clusters Score -4647674 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15551 members Mstep: Class 2 contains 13075 members Entering Unmasked Estep Score: -4648362.000000 Penalty: 5089.986816 Iteration 4Q: 3 clusters Score -4648362 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16167 members Mstep: Class 2 contains 12459 members Entering Unmasked Estep Score: -4649127.500000 Penalty: 5089.986816 Iteration 5F: 3 clusters Score -4649128 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16986 members Mstep: Class 2 contains 11640 members Entering Unmasked Estep Score: -4650046.500000 Penalty: 5089.986816 Iteration 6F: 3 clusters Score -4650046 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17922 members Mstep: Class 2 contains 10704 members Entering Unmasked Estep Score: -4651113.000000 Penalty: 5089.986816 Iteration 7F: 3 clusters Score -4651113 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18861 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -4652091.500000 Penalty: 5089.986816 Iteration 8F: 3 clusters Score -4652092 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19766 members Mstep: Class 2 contains 8860 members Entering Unmasked Estep Score: -4652930.000000 Penalty: 5089.986816 Iteration 9Q: 3 clusters Score -4652930 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20632 members Mstep: Class 2 contains 7994 members Entering Unmasked Estep Score: -4653628.500000 Penalty: 5089.986816 Iteration 10Q: 3 clusters Score -4653628 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21442 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -4654209.000000 Penalty: 5089.986816 Iteration 11Q: 3 clusters Score -4654209 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22183 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -4654678.000000 Penalty: 5089.986816 Iteration 12Q: 3 clusters Score -4654678 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22880 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -4655091.000000 Penalty: 5089.986816 Iteration 13Q: 3 clusters Score -4655091 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23459 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -4655435.000000 Penalty: 5089.986816 Iteration 14Q: 3 clusters Score -4655435 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24016 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -4655736.000000 Penalty: 5089.986816 Iteration 15Q: 3 clusters Score -4655736 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24531 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -4656010.500000 Penalty: 5089.986816 Iteration 16Q: 3 clusters Score -4656010 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24948 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -4656230.500000 Penalty: 5089.986816 Iteration 17Q: 3 clusters Score -4656230 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25341 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -4656450.000000 Penalty: 5089.986816 Iteration 18Q: 3 clusters Score -4656450 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25679 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -4656639.500000 Penalty: 5089.986816 Iteration 19Q: 3 clusters Score -4656640 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25961 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -4656764.000000 Penalty: 5089.986816 Iteration 20F: 3 clusters Score -4656764 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26190 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -4656877.500000 Penalty: 5089.986816 Iteration 21Q: 3 clusters Score -4656878 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26397 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -4656994.000000 Penalty: 5089.986816 Iteration 22Q: 3 clusters Score -4656994 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26562 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -4657072.000000 Penalty: 5089.986816 Iteration 23Q: 3 clusters Score -4657072 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26692 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -4657123.000000 Penalty: 5089.986816 Iteration 24Q: 3 clusters Score -4657123 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26796 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -4657174.500000 Penalty: 5089.986816 Iteration 25Q: 3 clusters Score -4657174 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26881 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -4657199.500000 Penalty: 5089.986816 Iteration 26Q: 3 clusters Score -4657200 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26951 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -4657229.000000 Penalty: 5089.986816 Iteration 27Q: 3 clusters Score -4657229 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26996 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -4657251.000000 Penalty: 5089.986816 Iteration 28Q: 3 clusters Score -4657251 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27035 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -4657270.000000 Penalty: 5089.986816 Iteration 29Q: 3 clusters Score -4657270 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27066 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -4657279.500000 Penalty: 5089.986816 Iteration 30Q: 3 clusters Score -4657280 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27082 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -4657281.000000 Penalty: 5089.986816 Iteration 31Q: 3 clusters Score -4657281 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27088 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -4657283.000000 Penalty: 5089.986816 Iteration 32Q: 3 clusters Score -4657283 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27101 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -4657287.000000 Penalty: 5089.986816 Iteration 33Q: 3 clusters Score -4657287 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27109 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -4657292.500000 Penalty: 5089.986816 Iteration 34Q: 3 clusters Score -4657292 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27118 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -4657292.000000 Penalty: 5089.986816 Iteration 35Q: 3 clusters Score -4657292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27123 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -4657292.500000 Penalty: 5089.986816 Iteration 36Q: 3 clusters Score -4657292 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27130 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -4657291.500000 Penalty: 5089.986816 Iteration 37Q: 3 clusters Score -4657292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27135 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -4657297.000000 Penalty: 5089.986816 Iteration 38Q: 3 clusters Score -4657297 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27143 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -4657298.000000 Penalty: 5089.986816 Iteration 39Q: 3 clusters Score -4657298 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27148 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -4657302.500000 Penalty: 5089.986816 Iteration 40F: 3 clusters Score -4657302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27152 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -4657303.000000 Penalty: 5089.986816 Iteration 41Q: 3 clusters Score -4657303 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27155 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -4657308.000000 Penalty: 5089.986816 Iteration 42Q: 3 clusters Score -4657308 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27155 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -4657309.500000 Penalty: 5089.986816 Iteration 43Q: 3 clusters Score -4657310 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27156 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -4657311.500000 Penalty: 5089.986816 Iteration 44Q: 3 clusters Score -4657312 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27158 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -4657316.500000 Penalty: 5089.986816 Iteration 45Q: 3 clusters Score -4657316 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27158 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -4657316.500000 Penalty: 5089.986816 Iteration 46Q: 3 clusters Score -4657316 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27160 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -4657316.000000 Penalty: 5089.986816 Iteration 47Q: 3 clusters Score -4657316 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27163 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -4657315.500000 Penalty: 5089.986816 Iteration 48Q: 3 clusters Score -4657316 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27167 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -4657313.000000 Penalty: 5089.986816 Iteration 49Q: 3 clusters Score -4657313 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27173 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -4657321.500000 Penalty: 5089.986816 Iteration 50Q: 3 clusters Score -4657322 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27181 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -4657330.500000 Penalty: 5089.986816 Iteration 51Q: 3 clusters Score -4657330 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27194 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -4657325.000000 Penalty: 5089.986816 Iteration 52Q: 3 clusters Score -4657325 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27201 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -4657330.500000 Penalty: 5089.986816 Iteration 53Q: 3 clusters Score -4657330 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27202 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -4657329.500000 Penalty: 5089.986816 Iteration 54Q: 3 clusters Score -4657330 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27203 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -4657331.000000 Penalty: 5089.986816 Iteration 55Q: 3 clusters Score -4657331 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27204 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -4657331.500000 Penalty: 5089.986816 Iteration 56Q: 3 clusters Score -4657332 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27204 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -4657331.500000 Penalty: 5089.986816 Iteration 57F: 3 clusters Score -4657332 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (9562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9562 members Entering Unmasked Estep Score: -1516406.625000 Penalty: 2273.056885 Iteration 0F: 2 clusters Score -1516407 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -1509044.125000 Penalty: 4546.113770 Iteration 0F: 3 clusters Score -1509044 nChanged 3949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -1511468.125000 Penalty: 4546.113770 Iteration 1F: 3 clusters Score -1511468 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -1512305.875000 Penalty: 4546.113770 Iteration 2F: 3 clusters Score -1512306 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -1513282.750000 Penalty: 4546.113770 Iteration 3F: 3 clusters Score -1513283 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -1514048.750000 Penalty: 4546.113770 Iteration 4F: 3 clusters Score -1514049 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -1514491.000000 Penalty: 4546.113770 Iteration 5F: 3 clusters Score -1514491 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -1514751.625000 Penalty: 4546.113770 Iteration 6Q: 3 clusters Score -1514752 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -1514906.750000 Penalty: 4546.113770 Iteration 7Q: 3 clusters Score -1514907 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -1514997.000000 Penalty: 4546.113770 Iteration 8Q: 3 clusters Score -1514997 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -1515050.125000 Penalty: 4546.113770 Iteration 9Q: 3 clusters Score -1515050 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -1515086.625000 Penalty: 4546.113770 Iteration 10Q: 3 clusters Score -1515087 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -1515110.375000 Penalty: 4546.113770 Iteration 11Q: 3 clusters Score -1515110 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 7098 members Entering Unmasked Estep Score: -1515127.375000 Penalty: 4546.113770 Iteration 12Q: 3 clusters Score -1515127 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -1515140.500000 Penalty: 4546.113770 Iteration 13Q: 3 clusters Score -1515140 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -1515146.750000 Penalty: 4546.113770 Iteration 14Q: 3 clusters Score -1515147 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -1515150.375000 Penalty: 4546.113770 Iteration 15Q: 3 clusters Score -1515150 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -1515155.000000 Penalty: 4546.113770 Iteration 16Q: 3 clusters Score -1515155 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -1515159.125000 Penalty: 4546.113770 Iteration 17Q: 3 clusters Score -1515159 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -1515165.125000 Penalty: 4546.113770 Iteration 18Q: 3 clusters Score -1515165 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -1515164.500000 Penalty: 4546.113770 Iteration 19Q: 3 clusters Score -1515164 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -1515166.125000 Penalty: 4546.113770 Iteration 20F: 3 clusters Score -1515166 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -1515168.250000 Penalty: 4546.113770 Iteration 21Q: 3 clusters Score -1515168 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -1515173.500000 Penalty: 4546.113770 Iteration 22Q: 3 clusters Score -1515174 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -1515178.000000 Penalty: 4546.113770 Iteration 23Q: 3 clusters Score -1515178 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -1515181.000000 Penalty: 4546.113770 Iteration 24Q: 3 clusters Score -1515181 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 7333 members Entering Unmasked Estep Score: -1515184.125000 Penalty: 4546.113770 Iteration 25Q: 3 clusters Score -1515184 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -1515187.000000 Penalty: 4546.113770 Iteration 26Q: 3 clusters Score -1515187 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -1515188.125000 Penalty: 4546.113770 Iteration 27Q: 3 clusters Score -1515188 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -1515188.625000 Penalty: 4546.113770 Iteration 28Q: 3 clusters Score -1515189 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -1515192.500000 Penalty: 4546.113770 Iteration 29Q: 3 clusters Score -1515192 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -1515190.625000 Penalty: 4546.113770 Iteration 30Q: 3 clusters Score -1515191 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -1515195.500000 Penalty: 4546.113770 Iteration 31Q: 3 clusters Score -1515196 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -1515199.250000 Penalty: 4546.113770 Iteration 32Q: 3 clusters Score -1515199 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -1515200.000000 Penalty: 4546.113770 Iteration 33Q: 3 clusters Score -1515200 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -1515201.125000 Penalty: 4546.113770 Iteration 34Q: 3 clusters Score -1515201 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -1515202.250000 Penalty: 4546.113770 Iteration 35Q: 3 clusters Score -1515202 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -1515200.250000 Penalty: 4546.113770 Iteration 36Q: 3 clusters Score -1515200 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -1515201.375000 Penalty: 4546.113770 Iteration 37Q: 3 clusters Score -1515201 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -1515202.125000 Penalty: 4546.113770 Iteration 38Q: 3 clusters Score -1515202 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -1515204.375000 Penalty: 4546.113770 Iteration 39Q: 3 clusters Score -1515204 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 7434 members Entering Unmasked Estep Score: -1515205.750000 Penalty: 4546.113770 Iteration 40F: 3 clusters Score -1515206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -1515205.375000 Penalty: 4546.113770 Iteration 41Q: 3 clusters Score -1515205 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -1515205.375000 Penalty: 4546.113770 Iteration 42F: 3 clusters Score -1515205 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -119211.679688 Penalty: 1650.868164 Iteration 0F: 2 clusters Score -119211.7 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 372 members Entering Unmasked Estep Score: -117481.421875 Penalty: 3301.736328 Iteration 0F: 3 clusters Score -117481.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -117733.484375 Penalty: 3301.736328 Iteration 1F: 3 clusters Score -117733.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -117823.390625 Penalty: 3301.736328 Iteration 2F: 3 clusters Score -117823.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -117868.367188 Penalty: 3301.736328 Iteration 3Q: 3 clusters Score -117868.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -117903.085938 Penalty: 3301.736328 Iteration 4Q: 3 clusters Score -117903.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -117944.148438 Penalty: 3301.736328 Iteration 5Q: 3 clusters Score -117944.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -117984.304688 Penalty: 3301.736328 Iteration 6Q: 3 clusters Score -117984.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -118007.546875 Penalty: 3301.736328 Iteration 7Q: 3 clusters Score -118007.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -118028.750000 Penalty: 3301.736328 Iteration 8Q: 3 clusters Score -118028.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -118037.515625 Penalty: 3301.736328 Iteration 9Q: 3 clusters Score -118037.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -118049.515625 Penalty: 3301.736328 Iteration 10Q: 3 clusters Score -118049.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -118069.414062 Penalty: 3301.736328 Iteration 11Q: 3 clusters Score -118069.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -118085.804688 Penalty: 3301.736328 Iteration 12Q: 3 clusters Score -118085.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -118120.125000 Penalty: 3301.736328 Iteration 13Q: 3 clusters Score -118120.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -118145.218750 Penalty: 3301.736328 Iteration 14Q: 3 clusters Score -118145.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -118166.937500 Penalty: 3301.736328 Iteration 15Q: 3 clusters Score -118166.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -118179.273438 Penalty: 3301.736328 Iteration 16Q: 3 clusters Score -118179.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -118200.375000 Penalty: 3301.736328 Iteration 17Q: 3 clusters Score -118200.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -118217.601562 Penalty: 3301.736328 Iteration 18Q: 3 clusters Score -118217.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -118231.257812 Penalty: 3301.736328 Iteration 19Q: 3 clusters Score -118231.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -118235.914062 Penalty: 3301.736328 Iteration 20F: 3 clusters Score -118235.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -46629.707031 Penalty: 1455.585693 Iteration 0F: 2 clusters Score -46629.71 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 177 members Entering Unmasked Estep Score: -45413.449219 Penalty: 2911.171387 Iteration 0F: 3 clusters Score -45413.45 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -45658.117188 Penalty: 2911.171387 Iteration 1F: 3 clusters Score -45658.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -45740.644531 Penalty: 2911.171387 Iteration 2F: 3 clusters Score -45740.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -45763.757812 Penalty: 2911.171387 Iteration 3Q: 3 clusters Score -45763.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -45771.457031 Penalty: 2911.171387 Iteration 4Q: 3 clusters Score -45771.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -45785.953125 Penalty: 2911.171387 Iteration 5Q: 3 clusters Score -45785.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -45792.910156 Penalty: 2911.171387 Iteration 6Q: 3 clusters Score -45792.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -45808.167969 Penalty: 2911.171387 Iteration 7Q: 3 clusters Score -45808.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -45809.515625 Penalty: 2911.171387 Iteration 8Q: 3 clusters Score -45809.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -45809.515625 Penalty: 2911.171387 Iteration 9F: 3 clusters Score -45809.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Entering Unmasked Estep Score: -108540.937500 Penalty: 1647.336670 Iteration 0F: 2 clusters Score -108540.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -106782.390625 Penalty: 3294.673340 Iteration 0F: 3 clusters Score -106782.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -107088.367188 Penalty: 3294.673340 Iteration 1F: 3 clusters Score -107088.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -107211.085938 Penalty: 3294.673340 Iteration 2F: 3 clusters Score -107211.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -107305.781250 Penalty: 3294.673340 Iteration 3Q: 3 clusters Score -107305.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -107347.953125 Penalty: 3294.673340 Iteration 4Q: 3 clusters Score -107348 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -107382.804688 Penalty: 3294.673340 Iteration 5Q: 3 clusters Score -107382.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -107412.390625 Penalty: 3294.673340 Iteration 6Q: 3 clusters Score -107412.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -107440.625000 Penalty: 3294.673340 Iteration 7Q: 3 clusters Score -107440.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -107475.843750 Penalty: 3294.673340 Iteration 8Q: 3 clusters Score -107475.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -107497.468750 Penalty: 3294.673340 Iteration 9Q: 3 clusters Score -107497.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -107523.757812 Penalty: 3294.673340 Iteration 10Q: 3 clusters Score -107523.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -107539.265625 Penalty: 3294.673340 Iteration 11Q: 3 clusters Score -107539.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -107553.390625 Penalty: 3294.673340 Iteration 12Q: 3 clusters Score -107553.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -107594.000000 Penalty: 3294.673340 Iteration 13Q: 3 clusters Score -107594 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -107652.210938 Penalty: 3294.673340 Iteration 14Q: 3 clusters Score -107652.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -107691.367188 Penalty: 3294.673340 Iteration 15Q: 3 clusters Score -107691.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -107731.500000 Penalty: 3294.673340 Iteration 16Q: 3 clusters Score -107731.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -107764.617188 Penalty: 3294.673340 Iteration 17Q: 3 clusters Score -107764.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -107797.500000 Penalty: 3294.673340 Iteration 18Q: 3 clusters Score -107797.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -107810.390625 Penalty: 3294.673340 Iteration 19Q: 3 clusters Score -107810.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -107820.570312 Penalty: 3294.673340 Iteration 20F: 3 clusters Score -107820.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -107823.867188 Penalty: 3294.673340 Iteration 21Q: 3 clusters Score -107823.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -107827.132812 Penalty: 3294.673340 Iteration 22Q: 3 clusters Score -107827.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -107827.132812 Penalty: 3294.673340 Iteration 23F: 3 clusters Score -107827.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Entering Unmasked Estep Score: -698760.875000 Penalty: 2073.007568 Iteration 0F: 2 clusters Score -698760.9 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 2165 members Entering Unmasked Estep Score: -694680.625000 Penalty: 4146.015137 Iteration 0F: 3 clusters Score -694680.6 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -695655.437500 Penalty: 4146.015137 Iteration 1F: 3 clusters Score -695655.4 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -695925.875000 Penalty: 4146.015137 Iteration 2F: 3 clusters Score -695925.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -696118.000000 Penalty: 4146.015137 Iteration 3F: 3 clusters Score -696118 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -696288.687500 Penalty: 4146.015137 Iteration 4F: 3 clusters Score -696288.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -696445.250000 Penalty: 4146.015137 Iteration 5Q: 3 clusters Score -696445.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -696631.812500 Penalty: 4146.015137 Iteration 6Q: 3 clusters Score -696631.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -696834.187500 Penalty: 4146.015137 Iteration 7F: 3 clusters Score -696834.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -697038.187500 Penalty: 4146.015137 Iteration 8Q: 3 clusters Score -697038.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -697252.312500 Penalty: 4146.015137 Iteration 9Q: 3 clusters Score -697252.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -697437.500000 Penalty: 4146.015137 Iteration 10Q: 3 clusters Score -697437.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -697617.750000 Penalty: 4146.015137 Iteration 11Q: 3 clusters Score -697617.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -697734.562500 Penalty: 4146.015137 Iteration 12Q: 3 clusters Score -697734.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -697808.500000 Penalty: 4146.015137 Iteration 13Q: 3 clusters Score -697808.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -697852.687500 Penalty: 4146.015137 Iteration 14Q: 3 clusters Score -697852.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -697877.375000 Penalty: 4146.015137 Iteration 15Q: 3 clusters Score -697877.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -697897.250000 Penalty: 4146.015137 Iteration 16Q: 3 clusters Score -697897.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -697910.187500 Penalty: 4146.015137 Iteration 17Q: 3 clusters Score -697910.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -697917.750000 Penalty: 4146.015137 Iteration 18Q: 3 clusters Score -697917.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -697923.687500 Penalty: 4146.015137 Iteration 19Q: 3 clusters Score -697923.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -697936.000000 Penalty: 4146.015137 Iteration 20F: 3 clusters Score -697936 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -697940.562500 Penalty: 4146.015137 Iteration 21Q: 3 clusters Score -697940.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -697945.937500 Penalty: 4146.015137 Iteration 22Q: 3 clusters Score -697945.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -697953.437500 Penalty: 4146.015137 Iteration 23Q: 3 clusters Score -697953.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -697960.437500 Penalty: 4146.015137 Iteration 24Q: 3 clusters Score -697960.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -697961.875000 Penalty: 4146.015137 Iteration 25Q: 3 clusters Score -697961.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -697962.812500 Penalty: 4146.015137 Iteration 26Q: 3 clusters Score -697962.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -697962.812500 Penalty: 4146.015137 Iteration 27F: 3 clusters Score -697962.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (54831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54831 members Entering Unmasked Estep Score: -8940813.000000 Penalty: 2706.178711 Iteration 0F: 2 clusters Score -8940813 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27380 members Mstep: Class 2 contains 27451 members Entering Unmasked Estep Score: -8908029.000000 Penalty: 5412.357422 Iteration 0F: 3 clusters Score -8908029 nChanged 25470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26396 members Mstep: Class 2 contains 28435 members Entering Unmasked Estep Score: -8922587.000000 Penalty: 5412.357422 Iteration 1F: 3 clusters Score -8922587 nChanged 2696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25786 members Mstep: Class 2 contains 29045 members Entering Unmasked Estep Score: -8923587.000000 Penalty: 5412.357422 Iteration 2Q: 3 clusters Score -8923587 nChanged 2783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24911 members Mstep: Class 2 contains 29920 members Entering Unmasked Estep Score: -8924844.000000 Penalty: 5412.357422 Iteration 3F: 3 clusters Score -8924844 nChanged 3258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23549 members Mstep: Class 2 contains 31282 members Entering Unmasked Estep Score: -8926552.000000 Penalty: 5412.357422 Iteration 4F: 3 clusters Score -8926552 nChanged 3593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21742 members Mstep: Class 2 contains 33089 members Entering Unmasked Estep Score: -8928505.000000 Penalty: 5412.357422 Iteration 5F: 3 clusters Score -8928505 nChanged 3720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19688 members Mstep: Class 2 contains 35143 members Entering Unmasked Estep Score: -8930554.000000 Penalty: 5412.357422 Iteration 6F: 3 clusters Score -8930554 nChanged 3488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17564 members Mstep: Class 2 contains 37267 members Entering Unmasked Estep Score: -8932518.000000 Penalty: 5412.357422 Iteration 7F: 3 clusters Score -8932518 nChanged 3032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15498 members Mstep: Class 2 contains 39333 members Entering Unmasked Estep Score: -8934296.000000 Penalty: 5412.357422 Iteration 8F: 3 clusters Score -8934296 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13577 members Mstep: Class 2 contains 41254 members Entering Unmasked Estep Score: -8935793.000000 Penalty: 5412.357422 Iteration 9Q: 3 clusters Score -8935793 nChanged 2167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11852 members Mstep: Class 2 contains 42979 members Entering Unmasked Estep Score: -8937024.000000 Penalty: 5412.357422 Iteration 10Q: 3 clusters Score -8937024 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10239 members Mstep: Class 2 contains 44592 members Entering Unmasked Estep Score: -8938157.000000 Penalty: 5412.357422 Iteration 11Q: 3 clusters Score -8938157 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8710 members Mstep: Class 2 contains 46121 members Entering Unmasked Estep Score: -8939083.000000 Penalty: 5412.357422 Iteration 12Q: 3 clusters Score -8939083 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 47515 members Entering Unmasked Estep Score: -8939994.000000 Penalty: 5412.357422 Iteration 13Q: 3 clusters Score -8939994 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 48718 members Entering Unmasked Estep Score: -8940608.000000 Penalty: 5412.357422 Iteration 14Q: 3 clusters Score -8940608 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 49738 members Entering Unmasked Estep Score: -8940818.000000 Penalty: 5412.357422 Iteration 15Q: 3 clusters Score -8940818 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 50546 members Entering Unmasked Estep Score: -8940873.000000 Penalty: 5412.357422 Iteration 16Q: 3 clusters Score -8940873 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 51164 members Entering Unmasked Estep Score: -8940872.000000 Penalty: 5412.357422 Iteration 17Q: 3 clusters Score -8940872 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 51623 members Entering Unmasked Estep Score: -8940848.000000 Penalty: 5412.357422 Iteration 18Q: 3 clusters Score -8940848 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 51972 members Entering Unmasked Estep Score: -8940854.000000 Penalty: 5412.357422 Iteration 19Q: 3 clusters Score -8940854 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 52224 members Entering Unmasked Estep Score: -8940824.000000 Penalty: 5412.357422 Iteration 20F: 3 clusters Score -8940824 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 52424 members Entering Unmasked Estep Score: -8940797.000000 Penalty: 5412.357422 Iteration 21Q: 3 clusters Score -8940797 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 52591 members Entering Unmasked Estep Score: -8940789.000000 Penalty: 5412.357422 Iteration 22Q: 3 clusters Score -8940789 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 52701 members Entering Unmasked Estep Score: -8940770.000000 Penalty: 5412.357422 Iteration 23Q: 3 clusters Score -8940770 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 52771 members Entering Unmasked Estep Score: -8940765.000000 Penalty: 5412.357422 Iteration 24Q: 3 clusters Score -8940765 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 52815 members Entering Unmasked Estep Score: -8940738.000000 Penalty: 5412.357422 Iteration 25Q: 3 clusters Score -8940738 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 52855 members Entering Unmasked Estep Score: -8940732.000000 Penalty: 5412.357422 Iteration 26Q: 3 clusters Score -8940732 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 52887 members Entering Unmasked Estep Score: -8940725.000000 Penalty: 5412.357422 Iteration 27Q: 3 clusters Score -8940725 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 52915 members Entering Unmasked Estep Score: -8940710.000000 Penalty: 5412.357422 Iteration 28Q: 3 clusters Score -8940710 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 52941 members Entering Unmasked Estep Score: -8940696.000000 Penalty: 5412.357422 Iteration 29Q: 3 clusters Score -8940696 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 52958 members Entering Unmasked Estep Score: -8940690.000000 Penalty: 5412.357422 Iteration 30Q: 3 clusters Score -8940690 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 52973 members Entering Unmasked Estep Score: -8940684.000000 Penalty: 5412.357422 Iteration 31Q: 3 clusters Score -8940684 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 52993 members Entering Unmasked Estep Score: -8940692.000000 Penalty: 5412.357422 Iteration 32Q: 3 clusters Score -8940692 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 53012 members Entering Unmasked Estep Score: -8940685.000000 Penalty: 5412.357422 Iteration 33Q: 3 clusters Score -8940685 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 53026 members Entering Unmasked Estep Score: -8940685.000000 Penalty: 5412.357422 Iteration 34Q: 3 clusters Score -8940685 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 53033 members Entering Unmasked Estep Score: -8940688.000000 Penalty: 5412.357422 Iteration 35Q: 3 clusters Score -8940688 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 53036 members Entering Unmasked Estep Score: -8940681.000000 Penalty: 5412.357422 Iteration 36Q: 3 clusters Score -8940681 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 53035 members Entering Unmasked Estep Score: -8940689.000000 Penalty: 5412.357422 Iteration 37Q: 3 clusters Score -8940689 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 53036 members Entering Unmasked Estep Score: -8940683.000000 Penalty: 5412.357422 Iteration 38Q: 3 clusters Score -8940683 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 53038 members Entering Unmasked Estep Score: -8940687.000000 Penalty: 5412.357422 Iteration 39Q: 3 clusters Score -8940687 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 53041 members Entering Unmasked Estep Score: -8940686.000000 Penalty: 5412.357422 Iteration 40F: 3 clusters Score -8940686 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 53045 members Entering Unmasked Estep Score: -8940685.000000 Penalty: 5412.357422 Iteration 41Q: 3 clusters Score -8940685 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 53051 members Entering Unmasked Estep Score: -8940675.000000 Penalty: 5412.357422 Iteration 42Q: 3 clusters Score -8940675 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 53056 members Entering Unmasked Estep Score: -8940689.000000 Penalty: 5412.357422 Iteration 43Q: 3 clusters Score -8940689 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 53058 members Entering Unmasked Estep Score: -8940689.000000 Penalty: 5412.357422 Iteration 44Q: 3 clusters Score -8940689 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 53059 members Entering Unmasked Estep Score: -8940698.000000 Penalty: 5412.357422 Iteration 45Q: 3 clusters Score -8940698 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 53060 members Entering Unmasked Estep Score: -8940697.000000 Penalty: 5412.357422 Iteration 46Q: 3 clusters Score -8940697 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 53060 members Entering Unmasked Estep Score: -8940697.000000 Penalty: 5412.357422 Iteration 47F: 3 clusters Score -8940697 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -71173.648438 Penalty: 1566.208862 Iteration 0F: 2 clusters Score -71173.65 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 291 members Entering Unmasked Estep Score: -69770.757812 Penalty: 3132.417725 Iteration 0F: 3 clusters Score -69770.76 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -70274.843750 Penalty: 3132.417725 Iteration 1F: 3 clusters Score -70274.84 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -70457.804688 Penalty: 3132.417725 Iteration 2F: 3 clusters Score -70457.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -70578.554688 Penalty: 3132.417725 Iteration 3F: 3 clusters Score -70578.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -70683.523438 Penalty: 3132.417725 Iteration 4Q: 3 clusters Score -70683.52 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70764.523438 Penalty: 3132.417725 Iteration 5Q: 3 clusters Score -70764.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -70797.484375 Penalty: 3132.417725 Iteration 6Q: 3 clusters Score -70797.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -70827.812500 Penalty: 3132.417725 Iteration 7Q: 3 clusters Score -70827.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70852.679688 Penalty: 3132.417725 Iteration 8Q: 3 clusters Score -70852.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -70873.000000 Penalty: 3132.417725 Iteration 9Q: 3 clusters Score -70873 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -70877.320312 Penalty: 3132.417725 Iteration 10Q: 3 clusters Score -70877.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -70878.625000 Penalty: 3132.417725 Iteration 11Q: 3 clusters Score -70878.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -70878.625000 Penalty: 3132.417725 Iteration 12F: 3 clusters Score -70878.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Entering Unmasked Estep Score: -634075.750000 Penalty: 2047.638550 Iteration 0F: 2 clusters Score -634075.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -630249.937500 Penalty: 4095.277100 Iteration 0F: 3 clusters Score -630249.9 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -631093.875000 Penalty: 4095.277100 Iteration 1F: 3 clusters Score -631093.9 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -631298.500000 Penalty: 4095.277100 Iteration 2F: 3 clusters Score -631298.5 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -631389.250000 Penalty: 4095.277100 Iteration 3Q: 3 clusters Score -631389.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -631458.375000 Penalty: 4095.277100 Iteration 4Q: 3 clusters Score -631458.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -631516.687500 Penalty: 4095.277100 Iteration 5Q: 3 clusters Score -631516.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -631558.562500 Penalty: 4095.277100 Iteration 6Q: 3 clusters Score -631558.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -631601.312500 Penalty: 4095.277100 Iteration 7Q: 3 clusters Score -631601.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -631630.062500 Penalty: 4095.277100 Iteration 8Q: 3 clusters Score -631630.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -631656.500000 Penalty: 4095.277100 Iteration 9Q: 3 clusters Score -631656.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -631680.000000 Penalty: 4095.277100 Iteration 10Q: 3 clusters Score -631680 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -631695.437500 Penalty: 4095.277100 Iteration 11Q: 3 clusters Score -631695.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -631711.875000 Penalty: 4095.277100 Iteration 12Q: 3 clusters Score -631711.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -631723.000000 Penalty: 4095.277100 Iteration 13Q: 3 clusters Score -631723 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -631730.937500 Penalty: 4095.277100 Iteration 14Q: 3 clusters Score -631730.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -631741.625000 Penalty: 4095.277100 Iteration 15Q: 3 clusters Score -631741.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -631755.500000 Penalty: 4095.277100 Iteration 16Q: 3 clusters Score -631755.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -631770.125000 Penalty: 4095.277100 Iteration 17Q: 3 clusters Score -631770.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -631774.687500 Penalty: 4095.277100 Iteration 18Q: 3 clusters Score -631774.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -631783.562500 Penalty: 4095.277100 Iteration 19Q: 3 clusters Score -631783.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -631790.062500 Penalty: 4095.277100 Iteration 20F: 3 clusters Score -631790.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -631796.812500 Penalty: 4095.277100 Iteration 21Q: 3 clusters Score -631796.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -631804.937500 Penalty: 4095.277100 Iteration 22Q: 3 clusters Score -631804.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -631818.500000 Penalty: 4095.277100 Iteration 23Q: 3 clusters Score -631818.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -631837.937500 Penalty: 4095.277100 Iteration 24Q: 3 clusters Score -631837.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -631860.437500 Penalty: 4095.277100 Iteration 25Q: 3 clusters Score -631860.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -631882.187500 Penalty: 4095.277100 Iteration 26Q: 3 clusters Score -631882.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -631906.187500 Penalty: 4095.277100 Iteration 27Q: 3 clusters Score -631906.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -631934.812500 Penalty: 4095.277100 Iteration 28Q: 3 clusters Score -631934.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -631969.250000 Penalty: 4095.277100 Iteration 29Q: 3 clusters Score -631969.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -631997.250000 Penalty: 4095.277100 Iteration 30Q: 3 clusters Score -631997.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -632019.875000 Penalty: 4095.277100 Iteration 31Q: 3 clusters Score -632019.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -632044.437500 Penalty: 4095.277100 Iteration 32Q: 3 clusters Score -632044.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -632066.500000 Penalty: 4095.277100 Iteration 33Q: 3 clusters Score -632066.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -632086.812500 Penalty: 4095.277100 Iteration 34Q: 3 clusters Score -632086.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -632105.000000 Penalty: 4095.277100 Iteration 35Q: 3 clusters Score -632105 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -632117.312500 Penalty: 4095.277100 Iteration 36Q: 3 clusters Score -632117.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -632131.562500 Penalty: 4095.277100 Iteration 37Q: 3 clusters Score -632131.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -632149.312500 Penalty: 4095.277100 Iteration 38Q: 3 clusters Score -632149.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -632162.750000 Penalty: 4095.277100 Iteration 39Q: 3 clusters Score -632162.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -632178.812500 Penalty: 4095.277100 Iteration 40F: 3 clusters Score -632178.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -632197.312500 Penalty: 4095.277100 Iteration 41Q: 3 clusters Score -632197.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -632212.187500 Penalty: 4095.277100 Iteration 42Q: 3 clusters Score -632212.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -632225.562500 Penalty: 4095.277100 Iteration 43Q: 3 clusters Score -632225.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -632239.875000 Penalty: 4095.277100 Iteration 44Q: 3 clusters Score -632239.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -632250.625000 Penalty: 4095.277100 Iteration 45Q: 3 clusters Score -632250.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -632266.875000 Penalty: 4095.277100 Iteration 46Q: 3 clusters Score -632266.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -632287.312500 Penalty: 4095.277100 Iteration 47Q: 3 clusters Score -632287.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -632304.187500 Penalty: 4095.277100 Iteration 48Q: 3 clusters Score -632304.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -632321.937500 Penalty: 4095.277100 Iteration 49Q: 3 clusters Score -632321.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -632333.562500 Penalty: 4095.277100 Iteration 50Q: 3 clusters Score -632333.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -632349.187500 Penalty: 4095.277100 Iteration 51Q: 3 clusters Score -632349.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -632363.562500 Penalty: 4095.277100 Iteration 52Q: 3 clusters Score -632363.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -632374.812500 Penalty: 4095.277100 Iteration 53Q: 3 clusters Score -632374.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -632387.562500 Penalty: 4095.277100 Iteration 54Q: 3 clusters Score -632387.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -632396.687500 Penalty: 4095.277100 Iteration 55Q: 3 clusters Score -632396.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -632404.875000 Penalty: 4095.277100 Iteration 56Q: 3 clusters Score -632404.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -632412.437500 Penalty: 4095.277100 Iteration 57Q: 3 clusters Score -632412.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -632418.812500 Penalty: 4095.277100 Iteration 58Q: 3 clusters Score -632418.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -632421.937500 Penalty: 4095.277100 Iteration 59Q: 3 clusters Score -632421.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -632424.062500 Penalty: 4095.277100 Iteration 60F: 3 clusters Score -632424.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -632427.687500 Penalty: 4095.277100 Iteration 61Q: 3 clusters Score -632427.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -632428.375000 Penalty: 4095.277100 Iteration 62Q: 3 clusters Score -632428.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -632429.937500 Penalty: 4095.277100 Iteration 63Q: 3 clusters Score -632429.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -632432.000000 Penalty: 4095.277100 Iteration 64Q: 3 clusters Score -632432 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -632435.625000 Penalty: 4095.277100 Iteration 65Q: 3 clusters Score -632435.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -632440.062500 Penalty: 4095.277100 Iteration 66Q: 3 clusters Score -632440.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -632446.812500 Penalty: 4095.277100 Iteration 67Q: 3 clusters Score -632446.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -632451.250000 Penalty: 4095.277100 Iteration 68Q: 3 clusters Score -632451.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -632454.812500 Penalty: 4095.277100 Iteration 69Q: 3 clusters Score -632454.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -632459.125000 Penalty: 4095.277100 Iteration 70Q: 3 clusters Score -632459.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -632460.937500 Penalty: 4095.277100 Iteration 71Q: 3 clusters Score -632460.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -632465.750000 Penalty: 4095.277100 Iteration 72Q: 3 clusters Score -632465.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -632474.500000 Penalty: 4095.277100 Iteration 73Q: 3 clusters Score -632474.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -632479.687500 Penalty: 4095.277100 Iteration 74Q: 3 clusters Score -632479.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -632485.312500 Penalty: 4095.277100 Iteration 75Q: 3 clusters Score -632485.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -632488.562500 Penalty: 4095.277100 Iteration 76Q: 3 clusters Score -632488.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -632492.000000 Penalty: 4095.277100 Iteration 77Q: 3 clusters Score -632492 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -632494.375000 Penalty: 4095.277100 Iteration 78Q: 3 clusters Score -632494.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -632494.500000 Penalty: 4095.277100 Iteration 79Q: 3 clusters Score -632494.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -632494.500000 Penalty: 4095.277100 Iteration 80F: 3 clusters Score -632494.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -632494.750000 Penalty: 4095.277100 Iteration 81Q: 3 clusters Score -632494.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -632496.500000 Penalty: 4095.277100 Iteration 82Q: 3 clusters Score -632496.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -632495.687500 Penalty: 4095.277100 Iteration 83Q: 3 clusters Score -632495.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -632495.687500 Penalty: 4095.277100 Iteration 84F: 3 clusters Score -632495.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5984 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Entering Unmasked Estep Score: -942730.750000 Penalty: 2156.817383 Iteration 0F: 2 clusters Score -942730.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -937569.875000 Penalty: 4313.634766 Iteration 0F: 3 clusters Score -937569.9 nChanged 2356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -938971.437500 Penalty: 4313.634766 Iteration 1F: 3 clusters Score -938971.4 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -939264.250000 Penalty: 4313.634766 Iteration 2F: 3 clusters Score -939264.2 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -939520.250000 Penalty: 4313.634766 Iteration 3F: 3 clusters Score -939520.2 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -939833.625000 Penalty: 4313.634766 Iteration 4F: 3 clusters Score -939833.6 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -940288.562500 Penalty: 4313.634766 Iteration 5F: 3 clusters Score -940288.6 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -940822.250000 Penalty: 4313.634766 Iteration 6F: 3 clusters Score -940822.2 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -941329.437500 Penalty: 4313.634766 Iteration 7F: 3 clusters Score -941329.4 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -941676.687500 Penalty: 4313.634766 Iteration 8F: 3 clusters Score -941676.7 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -941835.812500 Penalty: 4313.634766 Iteration 9Q: 3 clusters Score -941835.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -941915.812500 Penalty: 4313.634766 Iteration 10Q: 3 clusters Score -941915.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -941952.000000 Penalty: 4313.634766 Iteration 11Q: 3 clusters Score -941952 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -941964.000000 Penalty: 4313.634766 Iteration 12Q: 3 clusters Score -941964 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -941974.750000 Penalty: 4313.634766 Iteration 13Q: 3 clusters Score -941974.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -941979.312500 Penalty: 4313.634766 Iteration 14Q: 3 clusters Score -941979.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -941985.437500 Penalty: 4313.634766 Iteration 15Q: 3 clusters Score -941985.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -941993.062500 Penalty: 4313.634766 Iteration 16Q: 3 clusters Score -941993.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -941995.687500 Penalty: 4313.634766 Iteration 17Q: 3 clusters Score -941995.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -942000.312500 Penalty: 4313.634766 Iteration 18Q: 3 clusters Score -942000.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -941999.625000 Penalty: 4313.634766 Iteration 19Q: 3 clusters Score -941999.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -942002.687500 Penalty: 4313.634766 Iteration 20F: 3 clusters Score -942002.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -942002.750000 Penalty: 4313.634766 Iteration 21Q: 3 clusters Score -942002.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -942001.562500 Penalty: 4313.634766 Iteration 22Q: 3 clusters Score -942001.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -942001.562500 Penalty: 4313.634766 Iteration 23F: 3 clusters Score -942001.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Entering Unmasked Estep Score: -626904.375000 Penalty: 2043.811768 Iteration 0F: 2 clusters Score -626904.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -623124.250000 Penalty: 4087.623535 Iteration 0F: 3 clusters Score -623124.2 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -623958.062500 Penalty: 4087.623535 Iteration 1F: 3 clusters Score -623958.1 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -624153.750000 Penalty: 4087.623535 Iteration 2F: 3 clusters Score -624153.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -624272.562500 Penalty: 4087.623535 Iteration 3Q: 3 clusters Score -624272.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -624371.937500 Penalty: 4087.623535 Iteration 4Q: 3 clusters Score -624371.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -624449.187500 Penalty: 4087.623535 Iteration 5Q: 3 clusters Score -624449.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -624503.812500 Penalty: 4087.623535 Iteration 6Q: 3 clusters Score -624503.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -624549.687500 Penalty: 4087.623535 Iteration 7Q: 3 clusters Score -624549.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -624586.812500 Penalty: 4087.623535 Iteration 8Q: 3 clusters Score -624586.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -624605.437500 Penalty: 4087.623535 Iteration 9Q: 3 clusters Score -624605.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -624615.000000 Penalty: 4087.623535 Iteration 10Q: 3 clusters Score -624615 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -624620.312500 Penalty: 4087.623535 Iteration 11Q: 3 clusters Score -624620.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -624624.312500 Penalty: 4087.623535 Iteration 12Q: 3 clusters Score -624624.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -624631.187500 Penalty: 4087.623535 Iteration 13Q: 3 clusters Score -624631.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -624641.500000 Penalty: 4087.623535 Iteration 14Q: 3 clusters Score -624641.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -624652.375000 Penalty: 4087.623535 Iteration 15Q: 3 clusters Score -624652.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -624662.937500 Penalty: 4087.623535 Iteration 16Q: 3 clusters Score -624662.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -624670.875000 Penalty: 4087.623535 Iteration 17Q: 3 clusters Score -624670.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -624678.312500 Penalty: 4087.623535 Iteration 18Q: 3 clusters Score -624678.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -624684.187500 Penalty: 4087.623535 Iteration 19Q: 3 clusters Score -624684.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -624690.875000 Penalty: 4087.623535 Iteration 20F: 3 clusters Score -624690.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -624700.312500 Penalty: 4087.623535 Iteration 21Q: 3 clusters Score -624700.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -624708.562500 Penalty: 4087.623535 Iteration 22Q: 3 clusters Score -624708.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -624713.312500 Penalty: 4087.623535 Iteration 23Q: 3 clusters Score -624713.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -624719.000000 Penalty: 4087.623535 Iteration 24Q: 3 clusters Score -624719 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -624723.437500 Penalty: 4087.623535 Iteration 25Q: 3 clusters Score -624723.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -624727.000000 Penalty: 4087.623535 Iteration 26Q: 3 clusters Score -624727 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -624728.937500 Penalty: 4087.623535 Iteration 27Q: 3 clusters Score -624728.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -624729.625000 Penalty: 4087.623535 Iteration 28Q: 3 clusters Score -624729.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -624730.125000 Penalty: 4087.623535 Iteration 29Q: 3 clusters Score -624730.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -624730.625000 Penalty: 4087.623535 Iteration 30Q: 3 clusters Score -624730.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -624732.000000 Penalty: 4087.623535 Iteration 31Q: 3 clusters Score -624732 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -624732.687500 Penalty: 4087.623535 Iteration 32Q: 3 clusters Score -624732.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -624735.375000 Penalty: 4087.623535 Iteration 33Q: 3 clusters Score -624735.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -624735.937500 Penalty: 4087.623535 Iteration 34Q: 3 clusters Score -624735.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -624738.562500 Penalty: 4087.623535 Iteration 35Q: 3 clusters Score -624738.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -624745.000000 Penalty: 4087.623535 Iteration 36Q: 3 clusters Score -624745 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -624751.500000 Penalty: 4087.623535 Iteration 37Q: 3 clusters Score -624751.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -624755.250000 Penalty: 4087.623535 Iteration 38Q: 3 clusters Score -624755.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -624756.250000 Penalty: 4087.623535 Iteration 39Q: 3 clusters Score -624756.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -624757.250000 Penalty: 4087.623535 Iteration 40F: 3 clusters Score -624757.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -624757.937500 Penalty: 4087.623535 Iteration 41Q: 3 clusters Score -624757.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -624758.812500 Penalty: 4087.623535 Iteration 42Q: 3 clusters Score -624758.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -624759.562500 Penalty: 4087.623535 Iteration 43Q: 3 clusters Score -624759.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -624759.312500 Penalty: 4087.623535 Iteration 44Q: 3 clusters Score -624759.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -624760.750000 Penalty: 4087.623535 Iteration 45Q: 3 clusters Score -624760.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -624761.125000 Penalty: 4087.623535 Iteration 46Q: 3 clusters Score -624761.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -624761.125000 Penalty: 4087.623535 Iteration 47F: 3 clusters Score -624761.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -49271.558594 Penalty: 1470.538086 Iteration 0F: 2 clusters Score -49271.56 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 195 members Entering Unmasked Estep Score: -48006.363281 Penalty: 2941.076172 Iteration 0F: 3 clusters Score -48006.36 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -48340.125000 Penalty: 2941.076172 Iteration 1F: 3 clusters Score -48340.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -48452.996094 Penalty: 2941.076172 Iteration 2F: 3 clusters Score -48453 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -48531.417969 Penalty: 2941.076172 Iteration 3F: 3 clusters Score -48531.42 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -48595.464844 Penalty: 2941.076172 Iteration 4Q: 3 clusters Score -48595.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -48641.710938 Penalty: 2941.076172 Iteration 5Q: 3 clusters Score -48641.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -48706.058594 Penalty: 2941.076172 Iteration 6Q: 3 clusters Score -48706.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -48752.746094 Penalty: 2941.076172 Iteration 7Q: 3 clusters Score -48752.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -48803.871094 Penalty: 2941.076172 Iteration 8Q: 3 clusters Score -48803.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -48818.929688 Penalty: 2941.076172 Iteration 9Q: 3 clusters Score -48818.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -48842.804688 Penalty: 2941.076172 Iteration 10Q: 3 clusters Score -48842.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -48869.714844 Penalty: 2941.076172 Iteration 11Q: 3 clusters Score -48869.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -48883.449219 Penalty: 2941.076172 Iteration 12Q: 3 clusters Score -48883.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -48898.648438 Penalty: 2941.076172 Iteration 13Q: 3 clusters Score -48898.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -48906.699219 Penalty: 2941.076172 Iteration 14Q: 3 clusters Score -48906.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -48920.289062 Penalty: 2941.076172 Iteration 15Q: 3 clusters Score -48920.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -48920.289062 Penalty: 2941.076172 Iteration 16F: 3 clusters Score -48920.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Entering Unmasked Estep Score: -37226.078125 Penalty: 1421.868652 Iteration 0F: 2 clusters Score -37226.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -35970.234375 Penalty: 2843.737305 Iteration 0F: 3 clusters Score -35970.23 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -36107.261719 Penalty: 2843.737305 Iteration 1F: 3 clusters Score -36107.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -36133.878906 Penalty: 2843.737305 Iteration 2Q: 3 clusters Score -36133.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -36142.886719 Penalty: 2843.737305 Iteration 3Q: 3 clusters Score -36142.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -36165.214844 Penalty: 2843.737305 Iteration 4Q: 3 clusters Score -36165.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -36173.785156 Penalty: 2843.737305 Iteration 5Q: 3 clusters Score -36173.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -36180.769531 Penalty: 2843.737305 Iteration 6Q: 3 clusters Score -36180.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -36194.558594 Penalty: 2843.737305 Iteration 7Q: 3 clusters Score -36194.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -36196.089844 Penalty: 2843.737305 Iteration 8Q: 3 clusters Score -36196.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -36196.089844 Penalty: 2843.737305 Iteration 9F: 3 clusters Score -36196.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (42295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42295 members Entering Unmasked Estep Score: -7085156.000000 Penalty: 2641.801025 Iteration 0F: 2 clusters Score -7085156 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21085 members Mstep: Class 2 contains 21210 members Entering Unmasked Estep Score: -7060123.000000 Penalty: 5283.602051 Iteration 0F: 3 clusters Score -7060123 nChanged 19354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20711 members Mstep: Class 2 contains 21584 members Entering Unmasked Estep Score: -7070902.000000 Penalty: 5283.602051 Iteration 1F: 3 clusters Score -7070902 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20400 members Mstep: Class 2 contains 21895 members Entering Unmasked Estep Score: -7071427.000000 Penalty: 5283.602051 Iteration 2Q: 3 clusters Score -7071427 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19974 members Mstep: Class 2 contains 22321 members Entering Unmasked Estep Score: -7071944.000000 Penalty: 5283.602051 Iteration 3Q: 3 clusters Score -7071944 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19391 members Mstep: Class 2 contains 22904 members Entering Unmasked Estep Score: -7072495.500000 Penalty: 5283.602051 Iteration 4Q: 3 clusters Score -7072496 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18537 members Mstep: Class 2 contains 23758 members Entering Unmasked Estep Score: -7073155.500000 Penalty: 5283.602051 Iteration 5Q: 3 clusters Score -7073156 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17407 members Mstep: Class 2 contains 24888 members Entering Unmasked Estep Score: -7074015.500000 Penalty: 5283.602051 Iteration 6Q: 3 clusters Score -7074016 nChanged 1887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15974 members Mstep: Class 2 contains 26321 members Entering Unmasked Estep Score: -7074962.500000 Penalty: 5283.602051 Iteration 7Q: 3 clusters Score -7074962 nChanged 2039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14255 members Mstep: Class 2 contains 28040 members Entering Unmasked Estep Score: -7076029.500000 Penalty: 5283.602051 Iteration 8Q: 3 clusters Score -7076030 nChanged 2214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12349 members Mstep: Class 2 contains 29946 members Entering Unmasked Estep Score: -7077236.000000 Penalty: 5283.602051 Iteration 9F: 3 clusters Score -7077236 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10364 members Mstep: Class 2 contains 31931 members Entering Unmasked Estep Score: -7078369.500000 Penalty: 5283.602051 Iteration 10F: 3 clusters Score -7078370 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8481 members Mstep: Class 2 contains 33814 members Entering Unmasked Estep Score: -7079383.500000 Penalty: 5283.602051 Iteration 11F: 3 clusters Score -7079384 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 35435 members Entering Unmasked Estep Score: -7080354.000000 Penalty: 5283.602051 Iteration 12Q: 3 clusters Score -7080354 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 36642 members Entering Unmasked Estep Score: -7081040.000000 Penalty: 5283.602051 Iteration 13Q: 3 clusters Score -7081040 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 37571 members Entering Unmasked Estep Score: -7081489.000000 Penalty: 5283.602051 Iteration 14Q: 3 clusters Score -7081489 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 38256 members Entering Unmasked Estep Score: -7081799.000000 Penalty: 5283.602051 Iteration 15Q: 3 clusters Score -7081799 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 38793 members Entering Unmasked Estep Score: -7082031.000000 Penalty: 5283.602051 Iteration 16Q: 3 clusters Score -7082031 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 39171 members Entering Unmasked Estep Score: -7082171.500000 Penalty: 5283.602051 Iteration 17Q: 3 clusters Score -7082172 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 39472 members Entering Unmasked Estep Score: -7082289.000000 Penalty: 5283.602051 Iteration 18Q: 3 clusters Score -7082289 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 39740 members Entering Unmasked Estep Score: -7082405.000000 Penalty: 5283.602051 Iteration 19Q: 3 clusters Score -7082405 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 39947 members Entering Unmasked Estep Score: -7082523.500000 Penalty: 5283.602051 Iteration 20F: 3 clusters Score -7082524 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 40098 members Entering Unmasked Estep Score: -7082589.500000 Penalty: 5283.602051 Iteration 21Q: 3 clusters Score -7082590 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 40247 members Entering Unmasked Estep Score: -7082669.500000 Penalty: 5283.602051 Iteration 22Q: 3 clusters Score -7082670 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 40360 members Entering Unmasked Estep Score: -7082718.500000 Penalty: 5283.602051 Iteration 23Q: 3 clusters Score -7082718 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 40475 members Entering Unmasked Estep Score: -7082774.500000 Penalty: 5283.602051 Iteration 24Q: 3 clusters Score -7082774 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 40545 members Entering Unmasked Estep Score: -7082792.500000 Penalty: 5283.602051 Iteration 25Q: 3 clusters Score -7082792 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 40621 members Entering Unmasked Estep Score: -7082850.500000 Penalty: 5283.602051 Iteration 26Q: 3 clusters Score -7082850 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 40675 members Entering Unmasked Estep Score: -7082860.500000 Penalty: 5283.602051 Iteration 27Q: 3 clusters Score -7082860 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 40730 members Entering Unmasked Estep Score: -7082882.000000 Penalty: 5283.602051 Iteration 28Q: 3 clusters Score -7082882 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 40775 members Entering Unmasked Estep Score: -7082907.500000 Penalty: 5283.602051 Iteration 29Q: 3 clusters Score -7082908 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 40813 members Entering Unmasked Estep Score: -7082925.500000 Penalty: 5283.602051 Iteration 30Q: 3 clusters Score -7082926 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 40839 members Entering Unmasked Estep Score: -7082945.000000 Penalty: 5283.602051 Iteration 31Q: 3 clusters Score -7082945 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 40871 members Entering Unmasked Estep Score: -7082959.500000 Penalty: 5283.602051 Iteration 32Q: 3 clusters Score -7082960 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 40890 members Entering Unmasked Estep Score: -7082957.500000 Penalty: 5283.602051 Iteration 33Q: 3 clusters Score -7082958 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 40908 members Entering Unmasked Estep Score: -7082974.000000 Penalty: 5283.602051 Iteration 34Q: 3 clusters Score -7082974 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 40928 members Entering Unmasked Estep Score: -7083005.000000 Penalty: 5283.602051 Iteration 35Q: 3 clusters Score -7083005 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 40940 members Entering Unmasked Estep Score: -7083008.500000 Penalty: 5283.602051 Iteration 36Q: 3 clusters Score -7083008 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 40955 members Entering Unmasked Estep Score: -7083005.000000 Penalty: 5283.602051 Iteration 37Q: 3 clusters Score -7083005 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 40971 members Entering Unmasked Estep Score: -7083015.000000 Penalty: 5283.602051 Iteration 38Q: 3 clusters Score -7083015 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 40980 members Entering Unmasked Estep Score: -7083012.000000 Penalty: 5283.602051 Iteration 39Q: 3 clusters Score -7083012 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 40985 members Entering Unmasked Estep Score: -7083012.500000 Penalty: 5283.602051 Iteration 40F: 3 clusters Score -7083012 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 40992 members Entering Unmasked Estep Score: -7083018.500000 Penalty: 5283.602051 Iteration 41Q: 3 clusters Score -7083018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 40997 members Entering Unmasked Estep Score: -7083023.000000 Penalty: 5283.602051 Iteration 42Q: 3 clusters Score -7083023 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 41004 members Entering Unmasked Estep Score: -7083026.000000 Penalty: 5283.602051 Iteration 43Q: 3 clusters Score -7083026 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 41008 members Entering Unmasked Estep Score: -7083030.000000 Penalty: 5283.602051 Iteration 44Q: 3 clusters Score -7083030 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 41010 members Entering Unmasked Estep Score: -7083034.500000 Penalty: 5283.602051 Iteration 45Q: 3 clusters Score -7083034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 41011 members Entering Unmasked Estep Score: -7083031.500000 Penalty: 5283.602051 Iteration 46Q: 3 clusters Score -7083032 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 41011 members Entering Unmasked Estep Score: -7083031.500000 Penalty: 5283.602051 Iteration 47F: 3 clusters Score -7083032 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -25007.843750 Penalty: 1331.918213 Iteration 0F: 2 clusters Score -25007.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -24022.876953 Penalty: 2663.836426 Iteration 0F: 3 clusters Score -24022.88 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -24201.861328 Penalty: 2663.836426 Iteration 1F: 3 clusters Score -24201.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -24266.746094 Penalty: 2663.836426 Iteration 2Q: 3 clusters Score -24266.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -24346.650391 Penalty: 2663.836426 Iteration 3Q: 3 clusters Score -24346.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -24423.337891 Penalty: 2663.836426 Iteration 4Q: 3 clusters Score -24423.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -24503.371094 Penalty: 2663.836426 Iteration 5Q: 3 clusters Score -24503.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -24523.783203 Penalty: 2663.836426 Iteration 6Q: 3 clusters Score -24523.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -24596.357422 Penalty: 2663.836426 Iteration 7Q: 3 clusters Score -24596.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -24656.603516 Penalty: 2663.836426 Iteration 8Q: 3 clusters Score -24656.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -24662.404297 Penalty: 2663.836426 Iteration 9Q: 3 clusters Score -24662.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -24688.992188 Penalty: 2663.836426 Iteration 10Q: 3 clusters Score -24688.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -24697.111328 Penalty: 2663.836426 Iteration 11Q: 3 clusters Score -24697.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -24704.962891 Penalty: 2663.836426 Iteration 12Q: 3 clusters Score -24704.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -24704.962891 Penalty: 2663.836426 Iteration 13F: 3 clusters Score -24704.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Entering Unmasked Estep Score: -298352.281250 Penalty: 1881.652954 Iteration 0F: 2 clusters Score -298352.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -295764.312500 Penalty: 3763.305908 Iteration 0F: 3 clusters Score -295764.3 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -296255.562500 Penalty: 3763.305908 Iteration 1F: 3 clusters Score -296255.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -296487.656250 Penalty: 3763.305908 Iteration 2F: 3 clusters Score -296487.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -296682.562500 Penalty: 3763.305908 Iteration 3F: 3 clusters Score -296682.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -296946.187500 Penalty: 3763.305908 Iteration 4F: 3 clusters Score -296946.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -297247.031250 Penalty: 3763.305908 Iteration 5F: 3 clusters Score -297247 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -297519.593750 Penalty: 3763.305908 Iteration 6F: 3 clusters Score -297519.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -297729.843750 Penalty: 3763.305908 Iteration 7F: 3 clusters Score -297729.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -297850.500000 Penalty: 3763.305908 Iteration 8Q: 3 clusters Score -297850.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -297897.937500 Penalty: 3763.305908 Iteration 9Q: 3 clusters Score -297897.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -297925.812500 Penalty: 3763.305908 Iteration 10Q: 3 clusters Score -297925.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -297944.187500 Penalty: 3763.305908 Iteration 11Q: 3 clusters Score -297944.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -297955.000000 Penalty: 3763.305908 Iteration 12Q: 3 clusters Score -297955 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -297964.937500 Penalty: 3763.305908 Iteration 13Q: 3 clusters Score -297964.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -297974.031250 Penalty: 3763.305908 Iteration 14Q: 3 clusters Score -297974 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -297980.031250 Penalty: 3763.305908 Iteration 15Q: 3 clusters Score -297980 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -297988.937500 Penalty: 3763.305908 Iteration 16Q: 3 clusters Score -297988.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -298011.531250 Penalty: 3763.305908 Iteration 17Q: 3 clusters Score -298011.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -298030.406250 Penalty: 3763.305908 Iteration 18Q: 3 clusters Score -298030.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -298055.468750 Penalty: 3763.305908 Iteration 19Q: 3 clusters Score -298055.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -298076.843750 Penalty: 3763.305908 Iteration 20F: 3 clusters Score -298076.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -298087.093750 Penalty: 3763.305908 Iteration 21Q: 3 clusters Score -298087.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -298095.906250 Penalty: 3763.305908 Iteration 22Q: 3 clusters Score -298095.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -298098.718750 Penalty: 3763.305908 Iteration 23Q: 3 clusters Score -298098.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -298100.093750 Penalty: 3763.305908 Iteration 24Q: 3 clusters Score -298100.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -298100.093750 Penalty: 3763.305908 Iteration 25F: 3 clusters Score -298100.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40240 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28626 members Mstep: Class 10 contains 9562 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 54831 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5984 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42295 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741580.000000 Penalty: 73631.453125 Iteration 479Q: 25 clusters Score -3.774158e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40237 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28626 members Mstep: Class 10 contains 9561 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 767 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 54840 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5982 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42292 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1974 members Entering Unmasked Estep ConsiderDeletion Score: -37741604.000000 Penalty: 73631.453125 Iteration 480F: 25 clusters Score -3.77416e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40237 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28626 members Mstep: Class 10 contains 9561 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54848 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5980 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42287 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741544.000000 Penalty: 73631.453125 Iteration 481Q: 25 clusters Score -3.774154e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40234 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28625 members Mstep: Class 10 contains 9560 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54853 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5980 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42287 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741516.000000 Penalty: 73631.453125 Iteration 482Q: 25 clusters Score -3.774152e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40226 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28624 members Mstep: Class 10 contains 9558 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54863 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5980 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42288 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741524.000000 Penalty: 73631.453125 Iteration 483Q: 25 clusters Score -3.774152e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40225 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28624 members Mstep: Class 10 contains 9555 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54866 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5980 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42290 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741488.000000 Penalty: 73631.453125 Iteration 484Q: 25 clusters Score -3.774149e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28610 members Mstep: Class 4 contains 40219 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28625 members Mstep: Class 10 contains 9554 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54865 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5981 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42296 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741500.000000 Penalty: 73631.453125 Iteration 485Q: 25 clusters Score -3.77415e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28609 members Mstep: Class 4 contains 40215 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28625 members Mstep: Class 10 contains 9553 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54870 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5981 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42297 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741480.000000 Penalty: 73631.453125 Iteration 486Q: 25 clusters Score -3.774148e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28607 members Mstep: Class 4 contains 40211 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28625 members Mstep: Class 10 contains 9553 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54878 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5981 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42295 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741484.000000 Penalty: 73631.453125 Iteration 487Q: 25 clusters Score -3.774148e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28607 members Mstep: Class 4 contains 40208 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28625 members Mstep: Class 10 contains 9552 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54877 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5981 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42300 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741520.000000 Penalty: 73631.453125 Iteration 488Q: 25 clusters Score -3.774152e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28607 members Mstep: Class 4 contains 40205 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28625 members Mstep: Class 10 contains 9551 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54879 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5981 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42302 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741504.000000 Penalty: 73631.453125 Iteration 489Q: 25 clusters Score -3.77415e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28607 members Mstep: Class 4 contains 40201 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28625 members Mstep: Class 10 contains 9551 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54878 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5981 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42307 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741496.000000 Penalty: 73631.453125 Iteration 490Q: 25 clusters Score -3.77415e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28607 members Mstep: Class 4 contains 40197 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28624 members Mstep: Class 10 contains 9550 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54886 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5981 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42305 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741488.000000 Penalty: 73631.453125 Iteration 491Q: 25 clusters Score -3.774149e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28607 members Mstep: Class 4 contains 40194 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28622 members Mstep: Class 10 contains 9549 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54886 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5981 members Mstep: Class 19 contains 3794 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42311 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741472.000000 Penalty: 73631.453125 Iteration 492Q: 25 clusters Score -3.774147e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28607 members Mstep: Class 4 contains 40192 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28620 members Mstep: Class 10 contains 9547 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54884 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5981 members Mstep: Class 19 contains 3795 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42318 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741468.000000 Penalty: 73631.453125 Iteration 493Q: 25 clusters Score -3.774147e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28607 members Mstep: Class 4 contains 40193 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28615 members Mstep: Class 10 contains 9546 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54885 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5981 members Mstep: Class 19 contains 3797 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42320 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741488.000000 Penalty: 73631.453125 Iteration 494Q: 25 clusters Score -3.774149e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28607 members Mstep: Class 4 contains 40193 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28610 members Mstep: Class 10 contains 9546 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54887 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5981 members Mstep: Class 19 contains 3800 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42320 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741488.000000 Penalty: 73631.453125 Iteration 495Q: 25 clusters Score -3.774149e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28607 members Mstep: Class 4 contains 40194 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28606 members Mstep: Class 10 contains 9546 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54891 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5981 members Mstep: Class 19 contains 3799 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42319 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741464.000000 Penalty: 73631.453125 Iteration 496Q: 25 clusters Score -3.774146e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28607 members Mstep: Class 4 contains 40194 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28605 members Mstep: Class 10 contains 9546 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54895 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5980 members Mstep: Class 19 contains 3800 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42317 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741472.000000 Penalty: 73631.453125 Iteration 497Q: 25 clusters Score -3.774147e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28606 members Mstep: Class 4 contains 40192 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28604 members Mstep: Class 10 contains 9546 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54898 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5980 members Mstep: Class 19 contains 3800 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42318 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741504.000000 Penalty: 73631.453125 Iteration 498Q: 25 clusters Score -3.77415e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28606 members Mstep: Class 4 contains 40186 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28604 members Mstep: Class 10 contains 9544 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54902 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5980 members Mstep: Class 19 contains 3800 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42322 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741500.000000 Penalty: 73631.453125 Iteration 499Q: 25 clusters Score -3.77415e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 28605 members Mstep: Class 4 contains 40184 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 397 members Mstep: Class 7 contains 761 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 28604 members Mstep: Class 10 contains 9544 members Mstep: Class 11 contains 778 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 768 members Mstep: Class 14 contains 4266 members Mstep: Class 15 contains 54905 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 3853 members Mstep: Class 18 contains 5980 members Mstep: Class 19 contains 3800 members Mstep: Class 20 contains 376 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 42323 members Mstep: Class 23 contains 215 members Mstep: Class 24 contains 1973 members Entering Unmasked Estep ConsiderDeletion Score: -37741488.000000 Penalty: 73631.453125 Iteration 500F: 25 clusters Score -3.774149e+07 nChanged 12 Maximum iterations exceeded --- Evaluating fit on full set of 707497 points --- Entering Unmasked Estep Score: -113341352.000000 Penalty: 80170.398438 20->25 Clusters: Score -113341352.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 235832 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11766 members Mstep: Class 2 contains 11763 members Mstep: Class 3 contains 11855 members Mstep: Class 4 contains 11773 members Mstep: Class 5 contains 11710 members Mstep: Class 6 contains 11773 members Mstep: Class 7 contains 11769 members Mstep: Class 8 contains 11758 members Mstep: Class 9 contains 11868 members Mstep: Class 10 contains 11744 members Mstep: Class 11 contains 11756 members Mstep: Class 12 contains 11838 members Mstep: Class 13 contains 12011 members Mstep: Class 14 contains 11612 members Mstep: Class 15 contains 11846 members Mstep: Class 16 contains 11742 members Mstep: Class 17 contains 11908 members Mstep: Class 18 contains 11587 members Mstep: Class 19 contains 12004 members Mstep: Class 20 contains 11749 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 153.503510 but Gain 3067.976562 Score: -33666528.000000 Penalty: 58291.566406 Iteration 0F: 20 clusters Score -3.366653e+07 nChanged 224008 Entering Unmasked Mstep Mstep: Class 0 contains 2642 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 931 members Mstep: Class 4 contains 506 members Mstep: Class 5 contains 442 members Mstep: Class 6 contains 298 members Mstep: Class 7 contains 206429 members Mstep: Class 8 contains 1505 members Mstep: Class 9 contains 782 members Mstep: Class 11 contains 147 members Mstep: Class 12 contains 123 members Mstep: Class 13 contains 167 members Mstep: Class 14 contains 456 members Mstep: Class 15 contains 2281 members Mstep: Class 16 contains 2057 members Mstep: Class 17 contains 689 members Mstep: Class 18 contains 305 members Mstep: Class 19 contains 14888 members Mstep: Class 20 contains 580 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 272.645630 but Gain 3067.980469 Score: -36887452.000000 Penalty: 55223.585938 Iteration 1F: 19 clusters Score -3.688745e+07 nChanged 33316 Entering Unmasked Mstep Mstep: Class 0 contains 924 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 1205 members Mstep: Class 4 contains 382 members Mstep: Class 5 contains 923 members Mstep: Class 6 contains 435 members Mstep: Class 7 contains 203824 members Mstep: Class 8 contains 3372 members Mstep: Class 11 contains 230 members Mstep: Class 12 contains 192 members Mstep: Class 13 contains 219 members Mstep: Class 14 contains 679 members Mstep: Class 15 contains 1231 members Mstep: Class 16 contains 2305 members Mstep: Class 17 contains 1012 members Mstep: Class 18 contains 261 members Mstep: Class 19 contains 15748 members Mstep: Class 20 contains 2263 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 871.108215 but Gain 3067.976562 Score: -37204624.000000 Penalty: 52155.609375 Iteration 2F: 18 clusters Score -3.720462e+07 nChanged 26486 Entering Unmasked Mstep Mstep: Class 0 contains 383 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 164 members Mstep: Class 3 contains 865 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 850 members Mstep: Class 6 contains 755 members Mstep: Class 7 contains 184953 members Mstep: Class 8 contains 5843 members Mstep: Class 12 contains 262 members Mstep: Class 13 contains 346 members Mstep: Class 14 contains 633 members Mstep: Class 15 contains 1580 members Mstep: Class 16 contains 4636 members Mstep: Class 17 contains 891 members Mstep: Class 18 contains 289 members Mstep: Class 19 contains 28129 members Mstep: Class 20 contains 4421 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 1096.172119 but Gain 3067.976562 Score: -37326952.000000 Penalty: 49087.632812 Iteration 3F: 17 clusters Score -3.732695e+07 nChanged 21378 Entering Unmasked Mstep Mstep: Class 0 contains 312 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 156 members Mstep: Class 3 contains 1145 members Mstep: Class 5 contains 997 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 167177 members Mstep: Class 8 contains 7778 members Mstep: Class 12 contains 308 members Mstep: Class 13 contains 380 members Mstep: Class 14 contains 680 members Mstep: Class 15 contains 1884 members Mstep: Class 16 contains 6218 members Mstep: Class 17 contains 874 members Mstep: Class 18 contains 266 members Mstep: Class 19 contains 40959 members Mstep: Class 20 contains 5366 members Entering Unmasked Estep ConsiderDeletion Score: -37398296.000000 Penalty: 49087.632812 Iteration 4F: 17 clusters Score -3.73983e+07 nChanged 16544 Entering Unmasked Mstep Mstep: Class 0 contains 278 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 1542 members Mstep: Class 5 contains 1006 members Mstep: Class 6 contains 726 members Mstep: Class 7 contains 153390 members Mstep: Class 8 contains 8429 members Mstep: Class 12 contains 353 members Mstep: Class 13 contains 394 members Mstep: Class 14 contains 761 members Mstep: Class 15 contains 2376 members Mstep: Class 16 contains 7381 members Mstep: Class 17 contains 838 members Mstep: Class 18 contains 248 members Mstep: Class 19 contains 51560 members Mstep: Class 20 contains 5833 members Entering Unmasked Estep ConsiderDeletion Score: -37451316.000000 Penalty: 49087.632812 Iteration 5F: 17 clusters Score -3.745132e+07 nChanged 13419 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 150 members Mstep: Class 3 contains 2029 members Mstep: Class 5 contains 989 members Mstep: Class 6 contains 748 members Mstep: Class 7 contains 142847 members Mstep: Class 8 contains 8356 members Mstep: Class 12 contains 379 members Mstep: Class 13 contains 409 members Mstep: Class 14 contains 855 members Mstep: Class 15 contains 3066 members Mstep: Class 16 contains 8553 members Mstep: Class 17 contains 810 members Mstep: Class 18 contains 248 members Mstep: Class 19 contains 59552 members Mstep: Class 20 contains 6023 members Entering Unmasked Estep ConsiderDeletion Score: -37491060.000000 Penalty: 49087.632812 Iteration 6F: 17 clusters Score -3.749106e+07 nChanged 11719 Entering Unmasked Mstep Mstep: Class 0 contains 243 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 155 members Mstep: Class 3 contains 2642 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 752 members Mstep: Class 7 contains 134708 members Mstep: Class 8 contains 7919 members Mstep: Class 12 contains 397 members Mstep: Class 13 contains 426 members Mstep: Class 14 contains 900 members Mstep: Class 15 contains 4014 members Mstep: Class 16 contains 10039 members Mstep: Class 17 contains 787 members Mstep: Class 18 contains 250 members Mstep: Class 19 contains 65032 members Mstep: Class 20 contains 6044 members Entering Unmasked Estep ConsiderDeletion Score: -37524280.000000 Penalty: 49087.632812 Iteration 7Q: 17 clusters Score -3.752428e+07 nChanged 10576 Entering Unmasked Mstep Mstep: Class 0 contains 242 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 158 members Mstep: Class 3 contains 3410 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 752 members Mstep: Class 7 contains 128387 members Mstep: Class 8 contains 7376 members Mstep: Class 12 contains 414 members Mstep: Class 13 contains 429 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 5296 members Mstep: Class 16 contains 11823 members Mstep: Class 17 contains 768 members Mstep: Class 18 contains 248 members Mstep: Class 19 contains 68113 members Mstep: Class 20 contains 5979 members Entering Unmasked Estep ConsiderDeletion Score: -37552760.000000 Penalty: 49087.632812 Iteration 8Q: 17 clusters Score -3.755276e+07 nChanged 10345 Entering Unmasked Mstep Mstep: Class 0 contains 242 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 4303 members Mstep: Class 5 contains 966 members Mstep: Class 6 contains 755 members Mstep: Class 7 contains 123425 members Mstep: Class 8 contains 6910 members Mstep: Class 12 contains 424 members Mstep: Class 13 contains 431 members Mstep: Class 14 contains 956 members Mstep: Class 15 contains 6784 members Mstep: Class 16 contains 14552 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 253 members Mstep: Class 19 contains 68502 members Mstep: Class 20 contains 5891 members Entering Unmasked Estep ConsiderDeletion Score: -37579608.000000 Penalty: 49087.632812 Iteration 9Q: 17 clusters Score -3.757961e+07 nChanged 11046 Entering Unmasked Mstep Mstep: Class 0 contains 242 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 5139 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 753 members Mstep: Class 7 contains 119580 members Mstep: Class 8 contains 6484 members Mstep: Class 12 contains 428 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 1001 members Mstep: Class 15 contains 8367 members Mstep: Class 16 contains 18897 members Mstep: Class 17 contains 753 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 66095 members Mstep: Class 20 contains 5764 members Entering Unmasked Estep ConsiderDeletion Score: -37607888.000000 Penalty: 49087.632812 Iteration 10Q: 17 clusters Score -3.760789e+07 nChanged 11854 Entering Unmasked Mstep Mstep: Class 0 contains 242 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 5752 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 752 members Mstep: Class 7 contains 116522 members Mstep: Class 8 contains 6121 members Mstep: Class 12 contains 431 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 1067 members Mstep: Class 15 contains 10071 members Mstep: Class 16 contains 24717 members Mstep: Class 17 contains 750 members Mstep: Class 18 contains 256 members Mstep: Class 19 contains 61442 members Mstep: Class 20 contains 5634 members Entering Unmasked Estep ConsiderDeletion Score: -37634960.000000 Penalty: 49087.632812 Iteration 11F: 17 clusters Score -3.763496e+07 nChanged 11365 Entering Unmasked Mstep Mstep: Class 0 contains 241 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6128 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 748 members Mstep: Class 7 contains 113917 members Mstep: Class 8 contains 5811 members Mstep: Class 12 contains 436 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 1141 members Mstep: Class 15 contains 12222 members Mstep: Class 16 contains 30545 members Mstep: Class 17 contains 745 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 56093 members Mstep: Class 20 contains 5473 members Entering Unmasked Estep ConsiderDeletion Score: -37654512.000000 Penalty: 49087.632812 Iteration 12Q: 17 clusters Score -3.765451e+07 nChanged 9719 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6342 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 746 members Mstep: Class 7 contains 111448 members Mstep: Class 8 contains 5512 members Mstep: Class 12 contains 438 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 1195 members Mstep: Class 15 contains 14781 members Mstep: Class 16 contains 35190 members Mstep: Class 17 contains 745 members Mstep: Class 18 contains 260 members Mstep: Class 19 contains 51560 members Mstep: Class 20 contains 5305 members Entering Unmasked Estep ConsiderDeletion Score: -37667228.000000 Penalty: 49087.632812 Iteration 13Q: 17 clusters Score -3.766723e+07 nChanged 8119 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6514 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 744 members Mstep: Class 7 contains 108956 members Mstep: Class 8 contains 5212 members Mstep: Class 12 contains 439 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 1223 members Mstep: Class 15 contains 17673 members Mstep: Class 16 contains 38468 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 265 members Mstep: Class 19 contains 48132 members Mstep: Class 20 contains 5153 members Entering Unmasked Estep ConsiderDeletion Score: -37675152.000000 Penalty: 49087.632812 Iteration 14Q: 17 clusters Score -3.767515e+07 nChanged 6774 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6630 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 745 members Mstep: Class 7 contains 106366 members Mstep: Class 8 contains 4969 members Mstep: Class 12 contains 439 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 1250 members Mstep: Class 15 contains 20854 members Mstep: Class 16 contains 40639 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 265 members Mstep: Class 19 contains 45593 members Mstep: Class 20 contains 5028 members Entering Unmasked Estep ConsiderDeletion Score: -37680324.000000 Penalty: 49087.632812 Iteration 15Q: 17 clusters Score -3.768032e+07 nChanged 6159 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6708 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 751 members Mstep: Class 7 contains 103620 members Mstep: Class 8 contains 4803 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 1277 members Mstep: Class 15 contains 24457 members Mstep: Class 16 contains 41933 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 265 members Mstep: Class 19 contains 43607 members Mstep: Class 20 contains 4918 members Entering Unmasked Estep ConsiderDeletion Score: -37681276.000000 Penalty: 49087.632812 Iteration 16Q: 17 clusters Score -3.768128e+07 nChanged 5901 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6782 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 100726 members Mstep: Class 8 contains 4676 members Mstep: Class 12 contains 450 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 1287 members Mstep: Class 15 contains 28423 members Mstep: Class 16 contains 42521 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 266 members Mstep: Class 19 contains 42053 members Mstep: Class 20 contains 4837 members Entering Unmasked Estep ConsiderDeletion Score: -37680012.000000 Penalty: 49087.632812 Iteration 17Q: 17 clusters Score -3.768001e+07 nChanged 5708 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6845 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 763 members Mstep: Class 7 contains 97732 members Mstep: Class 8 contains 4611 members Mstep: Class 12 contains 457 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1293 members Mstep: Class 15 contains 32732 members Mstep: Class 16 contains 42294 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 266 members Mstep: Class 19 contains 41004 members Mstep: Class 20 contains 4782 members Entering Unmasked Estep ConsiderDeletion Score: -37674976.000000 Penalty: 49087.632812 Iteration 18Q: 17 clusters Score -3.767498e+07 nChanged 5169 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6853 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 95064 members Mstep: Class 8 contains 4561 members Mstep: Class 12 contains 470 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1301 members Mstep: Class 15 contains 36941 members Mstep: Class 16 contains 41528 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 266 members Mstep: Class 19 contains 40286 members Mstep: Class 20 contains 4739 members Entering Unmasked Estep ConsiderDeletion Score: -37677456.000000 Penalty: 49087.632812 Iteration 19Q: 17 clusters Score -3.767746e+07 nChanged 4125 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6855 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 777 members Mstep: Class 7 contains 92987 members Mstep: Class 8 contains 4531 members Mstep: Class 12 contains 479 members Mstep: Class 13 contains 435 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 40517 members Mstep: Class 16 contains 40631 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 266 members Mstep: Class 19 contains 39717 members Mstep: Class 20 contains 4712 members Entering Unmasked Estep ConsiderDeletion Score: -37680636.000000 Penalty: 49087.632812 Iteration 20F: 17 clusters Score -3.768064e+07 nChanged 3303 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6848 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 800 members Mstep: Class 7 contains 91343 members Mstep: Class 8 contains 4518 members Mstep: Class 12 contains 510 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1300 members Mstep: Class 15 contains 43354 members Mstep: Class 16 contains 39805 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 272 members Mstep: Class 19 contains 39321 members Mstep: Class 20 contains 4709 members Entering Unmasked Estep ConsiderDeletion Score: -37682924.000000 Penalty: 49087.632812 Iteration 21Q: 17 clusters Score -3.768292e+07 nChanged 2804 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6828 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 830 members Mstep: Class 7 contains 89921 members Mstep: Class 8 contains 4503 members Mstep: Class 12 contains 539 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1301 members Mstep: Class 15 contains 45739 members Mstep: Class 16 contains 39112 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 274 members Mstep: Class 19 contains 39026 members Mstep: Class 20 contains 4705 members Entering Unmasked Estep ConsiderDeletion Score: -37684448.000000 Penalty: 49087.632812 Iteration 22Q: 17 clusters Score -3.768445e+07 nChanged 2360 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6801 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 854 members Mstep: Class 7 contains 88545 members Mstep: Class 8 contains 4495 members Mstep: Class 12 contains 556 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1299 members Mstep: Class 15 contains 47763 members Mstep: Class 16 contains 38672 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 275 members Mstep: Class 19 contains 38811 members Mstep: Class 20 contains 4707 members Entering Unmasked Estep ConsiderDeletion Score: -37685888.000000 Penalty: 49087.632812 Iteration 23Q: 17 clusters Score -3.768589e+07 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6779 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 875 members Mstep: Class 7 contains 87204 members Mstep: Class 8 contains 4491 members Mstep: Class 12 contains 557 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1301 members Mstep: Class 15 contains 49593 members Mstep: Class 16 contains 38367 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38624 members Mstep: Class 20 contains 4711 members Entering Unmasked Estep ConsiderDeletion Score: -37687068.000000 Penalty: 49087.632812 Iteration 24Q: 17 clusters Score -3.768707e+07 nChanged 1881 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6763 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 894 members Mstep: Class 7 contains 85895 members Mstep: Class 8 contains 4488 members Mstep: Class 12 contains 554 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1302 members Mstep: Class 15 contains 51187 members Mstep: Class 16 contains 38192 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38513 members Mstep: Class 20 contains 4713 members Entering Unmasked Estep ConsiderDeletion Score: -37687780.000000 Penalty: 49087.632812 Iteration 25Q: 17 clusters Score -3.768778e+07 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6750 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 912 members Mstep: Class 7 contains 84591 members Mstep: Class 8 contains 4488 members Mstep: Class 12 contains 546 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1303 members Mstep: Class 15 contains 52687 members Mstep: Class 16 contains 38089 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38423 members Mstep: Class 20 contains 4712 members Entering Unmasked Estep ConsiderDeletion Score: -37688716.000000 Penalty: 49087.632812 Iteration 26Q: 17 clusters Score -3.768872e+07 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6734 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 924 members Mstep: Class 7 contains 83313 members Mstep: Class 8 contains 4487 members Mstep: Class 12 contains 542 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 54026 members Mstep: Class 16 contains 38061 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38389 members Mstep: Class 20 contains 4721 members Entering Unmasked Estep ConsiderDeletion Score: -37689496.000000 Penalty: 49087.632812 Iteration 27Q: 17 clusters Score -3.76895e+07 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6726 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 930 members Mstep: Class 7 contains 82131 members Mstep: Class 8 contains 4484 members Mstep: Class 12 contains 543 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 55176 members Mstep: Class 16 contains 38099 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38379 members Mstep: Class 20 contains 4729 members Entering Unmasked Estep ConsiderDeletion Score: -37690264.000000 Penalty: 49087.632812 Iteration 28Q: 17 clusters Score -3.769026e+07 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6726 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 935 members Mstep: Class 7 contains 80989 members Mstep: Class 8 contains 4488 members Mstep: Class 12 contains 542 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 56277 members Mstep: Class 16 contains 38154 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38352 members Mstep: Class 20 contains 4734 members Entering Unmasked Estep ConsiderDeletion Score: -37690548.000000 Penalty: 49087.632812 Iteration 29Q: 17 clusters Score -3.769055e+07 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6720 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 939 members Mstep: Class 7 contains 79922 members Mstep: Class 8 contains 4491 members Mstep: Class 12 contains 542 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 57220 members Mstep: Class 16 contains 38287 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38332 members Mstep: Class 20 contains 4744 members Entering Unmasked Estep ConsiderDeletion Score: -37690628.000000 Penalty: 49087.632812 Iteration 30Q: 17 clusters Score -3.769063e+07 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6719 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 944 members Mstep: Class 7 contains 78960 members Mstep: Class 8 contains 4490 members Mstep: Class 12 contains 542 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 57997 members Mstep: Class 16 contains 38482 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38311 members Mstep: Class 20 contains 4752 members Entering Unmasked Estep ConsiderDeletion Score: -37690848.000000 Penalty: 49087.632812 Iteration 31Q: 17 clusters Score -3.769085e+07 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6718 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 947 members Mstep: Class 7 contains 78129 members Mstep: Class 8 contains 4490 members Mstep: Class 12 contains 543 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 58654 members Mstep: Class 16 contains 38672 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38284 members Mstep: Class 20 contains 4760 members Entering Unmasked Estep ConsiderDeletion Score: -37691176.000000 Penalty: 49087.632812 Iteration 32Q: 17 clusters Score -3.769118e+07 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6717 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 947 members Mstep: Class 7 contains 77434 members Mstep: Class 8 contains 4492 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 59166 members Mstep: Class 16 contains 38855 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38271 members Mstep: Class 20 contains 4770 members Entering Unmasked Estep ConsiderDeletion Score: -37691420.000000 Penalty: 49087.632812 Iteration 33Q: 17 clusters Score -3.769142e+07 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6715 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 950 members Mstep: Class 7 contains 76822 members Mstep: Class 8 contains 4495 members Mstep: Class 12 contains 543 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 59610 members Mstep: Class 16 contains 39060 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38223 members Mstep: Class 20 contains 4779 members Entering Unmasked Estep ConsiderDeletion Score: -37691736.000000 Penalty: 49087.632812 Iteration 34Q: 17 clusters Score -3.769174e+07 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6713 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 953 members Mstep: Class 7 contains 76278 members Mstep: Class 8 contains 4495 members Mstep: Class 12 contains 543 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 59990 members Mstep: Class 16 contains 39255 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38182 members Mstep: Class 20 contains 4788 members Entering Unmasked Estep ConsiderDeletion Score: -37691792.000000 Penalty: 49087.632812 Iteration 35Q: 17 clusters Score -3.769179e+07 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6716 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 953 members Mstep: Class 7 contains 75811 members Mstep: Class 8 contains 4493 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 60320 members Mstep: Class 16 contains 39412 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38155 members Mstep: Class 20 contains 4792 members Entering Unmasked Estep ConsiderDeletion Score: -37691912.000000 Penalty: 49087.632812 Iteration 36Q: 17 clusters Score -3.769191e+07 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6718 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 954 members Mstep: Class 7 contains 75414 members Mstep: Class 8 contains 4487 members Mstep: Class 12 contains 548 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 60548 members Mstep: Class 16 contains 39607 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38124 members Mstep: Class 20 contains 4797 members Entering Unmasked Estep ConsiderDeletion Score: -37692076.000000 Penalty: 49087.632812 Iteration 37Q: 17 clusters Score -3.769208e+07 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 6725 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 75091 members Mstep: Class 8 contains 4487 members Mstep: Class 12 contains 550 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 60718 members Mstep: Class 16 contains 39756 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38105 members Mstep: Class 20 contains 4809 members Entering Unmasked Estep ConsiderDeletion Score: -37692176.000000 Penalty: 49087.632812 Iteration 38Q: 17 clusters Score -3.769218e+07 nChanged 552 Entering ConstructFrom: Score: -37692176.000000 Penalty: 49087.632812 Entering ConstructFrom: Trying to split cluster 1 (514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Entering Unmasked Estep Score: -73797.585938 Penalty: 1548.071411 Iteration 0F: 2 clusters Score -73797.59 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 272 members Entering Unmasked Estep Score: -72416.828125 Penalty: 3096.142822 Iteration 0F: 3 clusters Score -72416.83 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -72845.382812 Penalty: 3096.142822 Iteration 1F: 3 clusters Score -72845.38 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -73082.671875 Penalty: 3096.142822 Iteration 2F: 3 clusters Score -73082.67 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -73219.546875 Penalty: 3096.142822 Iteration 3Q: 3 clusters Score -73219.55 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -73338.945312 Penalty: 3096.142822 Iteration 4Q: 3 clusters Score -73338.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -73394.500000 Penalty: 3096.142822 Iteration 5Q: 3 clusters Score -73394.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -73418.015625 Penalty: 3096.142822 Iteration 6Q: 3 clusters Score -73418.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -73454.492188 Penalty: 3096.142822 Iteration 7Q: 3 clusters Score -73454.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -73470.976562 Penalty: 3096.142822 Iteration 8Q: 3 clusters Score -73470.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -73473.757812 Penalty: 3096.142822 Iteration 9Q: 3 clusters Score -73473.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -73475.679688 Penalty: 3096.142822 Iteration 10Q: 3 clusters Score -73475.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -73478.226562 Penalty: 3096.142822 Iteration 11Q: 3 clusters Score -73478.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -73478.226562 Penalty: 3096.142822 Iteration 12F: 3 clusters Score -73478.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (161 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Entering Unmasked Estep Score: -21033.107422 Penalty: 1260.188232 Iteration 0F: 2 clusters Score -21033.11 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 79 members Entering Unmasked Estep Score: -20014.628906 Penalty: 2520.376465 Iteration 0F: 3 clusters Score -20014.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -20074.912109 Penalty: 2520.376465 Iteration 1F: 3 clusters Score -20074.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -20107.292969 Penalty: 2520.376465 Iteration 2Q: 3 clusters Score -20107.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -20132.666016 Penalty: 2520.376465 Iteration 3Q: 3 clusters Score -20132.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -20136.048828 Penalty: 2520.376465 Iteration 4Q: 3 clusters Score -20136.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -20146.417969 Penalty: 2520.376465 Iteration 5Q: 3 clusters Score -20146.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -20146.417969 Penalty: 2520.376465 Iteration 6F: 3 clusters Score -20146.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6731 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Entering Unmasked Estep Score: -1045016.000000 Penalty: 2185.990723 Iteration 0F: 2 clusters Score -1045016 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -1039412.187500 Penalty: 4371.981445 Iteration 0F: 3 clusters Score -1039412 nChanged 2756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -1041413.500000 Penalty: 4371.981445 Iteration 1F: 3 clusters Score -1041414 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -1042614.187500 Penalty: 4371.981445 Iteration 2F: 3 clusters Score -1042614 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -1043596.062500 Penalty: 4371.981445 Iteration 3F: 3 clusters Score -1043596 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1044228.000000 Penalty: 4371.981445 Iteration 4F: 3 clusters Score -1044228 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -1044627.812500 Penalty: 4371.981445 Iteration 5F: 3 clusters Score -1044628 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -1044876.687500 Penalty: 4371.981445 Iteration 6Q: 3 clusters Score -1044877 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1045100.000000 Penalty: 4371.981445 Iteration 7Q: 3 clusters Score -1045100 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -1045315.687500 Penalty: 4371.981445 Iteration 8Q: 3 clusters Score -1045316 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -1045565.687500 Penalty: 4371.981445 Iteration 9Q: 3 clusters Score -1045566 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -1045753.375000 Penalty: 4371.981445 Iteration 10Q: 3 clusters Score -1045753 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -1045856.437500 Penalty: 4371.981445 Iteration 11Q: 3 clusters Score -1045856 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -1045913.062500 Penalty: 4371.981445 Iteration 12Q: 3 clusters Score -1045913 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -1045951.625000 Penalty: 4371.981445 Iteration 13Q: 3 clusters Score -1045952 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -1045979.500000 Penalty: 4371.981445 Iteration 14Q: 3 clusters Score -1045980 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -1045995.937500 Penalty: 4371.981445 Iteration 15Q: 3 clusters Score -1045996 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -1046001.687500 Penalty: 4371.981445 Iteration 16Q: 3 clusters Score -1046002 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -1046002.937500 Penalty: 4371.981445 Iteration 17Q: 3 clusters Score -1046003 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -1046002.937500 Penalty: 4371.981445 Iteration 18Q: 3 clusters Score -1046003 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -1046003.750000 Penalty: 4371.981445 Iteration 19Q: 3 clusters Score -1046004 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -1046006.062500 Penalty: 4371.981445 Iteration 20F: 3 clusters Score -1046006 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -1046008.375000 Penalty: 4371.981445 Iteration 21Q: 3 clusters Score -1046008 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -1046007.687500 Penalty: 4371.981445 Iteration 22Q: 3 clusters Score -1046008 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -1046008.750000 Penalty: 4371.981445 Iteration 23Q: 3 clusters Score -1046009 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -1046011.375000 Penalty: 4371.981445 Iteration 24Q: 3 clusters Score -1046011 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -1046012.437500 Penalty: 4371.981445 Iteration 25Q: 3 clusters Score -1046012 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -1046014.437500 Penalty: 4371.981445 Iteration 26Q: 3 clusters Score -1046014 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -1046014.562500 Penalty: 4371.981445 Iteration 27Q: 3 clusters Score -1046015 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -1046013.625000 Penalty: 4371.981445 Iteration 28Q: 3 clusters Score -1046014 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -1046015.437500 Penalty: 4371.981445 Iteration 29Q: 3 clusters Score -1046015 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -1046020.562500 Penalty: 4371.981445 Iteration 30Q: 3 clusters Score -1046021 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -1046020.062500 Penalty: 4371.981445 Iteration 31Q: 3 clusters Score -1046020 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -1046021.000000 Penalty: 4371.981445 Iteration 32Q: 3 clusters Score -1046021 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -1046021.062500 Penalty: 4371.981445 Iteration 33Q: 3 clusters Score -1046021 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -1046021.062500 Penalty: 4371.981445 Iteration 34F: 3 clusters Score -1046021 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 1756 members Mstep: Class 4 contains 4975 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 74826 members Mstep: Class 8 contains 4483 members Mstep: Class 12 contains 550 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 60839 members Mstep: Class 16 contains 39916 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38078 members Mstep: Class 20 contains 4816 members Entering Unmasked Estep Score: -37692436.000000 Penalty: 52155.609375 Splitting cluster 3 changes total score from -37692176.000000 to -37692436.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 5 (965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Entering Unmasked Estep Score: -123624.296875 Penalty: 1704.287720 Iteration 0F: 2 clusters Score -123624.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -121932.554688 Penalty: 3408.575439 Iteration 0F: 3 clusters Score -121932.6 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -122939.851562 Penalty: 3408.575439 Iteration 1F: 3 clusters Score -122939.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -123551.625000 Penalty: 3408.575439 Iteration 2F: 3 clusters Score -123551.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -123954.726562 Penalty: 3408.575439 Iteration 3F: 3 clusters Score -123954.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -124293.328125 Penalty: 3408.575439 Iteration 4Q: 3 clusters Score -124293.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -124371.570312 Penalty: 3408.575439 Iteration 5Q: 3 clusters Score -124371.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -124513.281250 Penalty: 3408.575439 Iteration 6Q: 3 clusters Score -124513.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -124603.898438 Penalty: 3408.575439 Iteration 7Q: 3 clusters Score -124603.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -124691.867188 Penalty: 3408.575439 Iteration 8Q: 3 clusters Score -124691.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -124704.859375 Penalty: 3408.575439 Iteration 9Q: 3 clusters Score -124704.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -124704.859375 Penalty: 3408.575439 Iteration 10F: 3 clusters Score -124704.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 1756 members Mstep: Class 4 contains 4975 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 74826 members Mstep: Class 8 contains 4483 members Mstep: Class 9 contains 518 members Mstep: Class 12 contains 550 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 60839 members Mstep: Class 16 contains 39916 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38078 members Mstep: Class 20 contains 4816 members Entering Unmasked Estep Score: -37692152.000000 Penalty: 55223.585938 Splitting cluster 5 changes total score from -37692176.000000 to -37692152.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (958 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Entering Unmasked Estep Score: -146693.265625 Penalty: 1702.482178 Iteration 0F: 2 clusters Score -146693.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -144820.609375 Penalty: 3404.964355 Iteration 0F: 3 clusters Score -144820.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -145153.640625 Penalty: 3404.964355 Iteration 1F: 3 clusters Score -145153.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -145273.375000 Penalty: 3404.964355 Iteration 2F: 3 clusters Score -145273.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -145333.109375 Penalty: 3404.964355 Iteration 3Q: 3 clusters Score -145333.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -145373.406250 Penalty: 3404.964355 Iteration 4Q: 3 clusters Score -145373.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -145413.812500 Penalty: 3404.964355 Iteration 5Q: 3 clusters Score -145413.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -145465.046875 Penalty: 3404.964355 Iteration 6Q: 3 clusters Score -145465 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -145494.468750 Penalty: 3404.964355 Iteration 7Q: 3 clusters Score -145494.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -145514.921875 Penalty: 3404.964355 Iteration 8Q: 3 clusters Score -145514.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -145532.015625 Penalty: 3404.964355 Iteration 9Q: 3 clusters Score -145532 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -145570.156250 Penalty: 3404.964355 Iteration 10Q: 3 clusters Score -145570.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -145614.453125 Penalty: 3404.964355 Iteration 11Q: 3 clusters Score -145614.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -145678.671875 Penalty: 3404.964355 Iteration 12Q: 3 clusters Score -145678.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -145775.687500 Penalty: 3404.964355 Iteration 13Q: 3 clusters Score -145775.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -145880.843750 Penalty: 3404.964355 Iteration 14Q: 3 clusters Score -145880.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -145968.546875 Penalty: 3404.964355 Iteration 15Q: 3 clusters Score -145968.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -146060.468750 Penalty: 3404.964355 Iteration 16Q: 3 clusters Score -146060.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -146129.734375 Penalty: 3404.964355 Iteration 17Q: 3 clusters Score -146129.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -146158.375000 Penalty: 3404.964355 Iteration 18Q: 3 clusters Score -146158.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -146181.000000 Penalty: 3404.964355 Iteration 19Q: 3 clusters Score -146181 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -146194.531250 Penalty: 3404.964355 Iteration 20F: 3 clusters Score -146194.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -146212.031250 Penalty: 3404.964355 Iteration 21Q: 3 clusters Score -146212 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -146238.218750 Penalty: 3404.964355 Iteration 22Q: 3 clusters Score -146238.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -146277.750000 Penalty: 3404.964355 Iteration 23Q: 3 clusters Score -146277.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -146292.390625 Penalty: 3404.964355 Iteration 24Q: 3 clusters Score -146292.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -146309.312500 Penalty: 3404.964355 Iteration 25Q: 3 clusters Score -146309.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -146335.265625 Penalty: 3404.964355 Iteration 26Q: 3 clusters Score -146335.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -146361.718750 Penalty: 3404.964355 Iteration 27Q: 3 clusters Score -146361.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -146391.687500 Penalty: 3404.964355 Iteration 28Q: 3 clusters Score -146391.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -146416.640625 Penalty: 3404.964355 Iteration 29Q: 3 clusters Score -146416.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -146438.984375 Penalty: 3404.964355 Iteration 30Q: 3 clusters Score -146439 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -146456.515625 Penalty: 3404.964355 Iteration 31Q: 3 clusters Score -146456.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -146463.671875 Penalty: 3404.964355 Iteration 32Q: 3 clusters Score -146463.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -146475.671875 Penalty: 3404.964355 Iteration 33Q: 3 clusters Score -146475.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -146496.828125 Penalty: 3404.964355 Iteration 34Q: 3 clusters Score -146496.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -146521.687500 Penalty: 3404.964355 Iteration 35Q: 3 clusters Score -146521.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -146530.828125 Penalty: 3404.964355 Iteration 36Q: 3 clusters Score -146530.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -146533.796875 Penalty: 3404.964355 Iteration 37Q: 3 clusters Score -146533.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -146535.531250 Penalty: 3404.964355 Iteration 38Q: 3 clusters Score -146535.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -146542.125000 Penalty: 3404.964355 Iteration 39F: 3 clusters Score -146542.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -146578.140625 Penalty: 3404.964355 Iteration 40F: 3 clusters Score -146578.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -146644.984375 Penalty: 3404.964355 Iteration 41Q: 3 clusters Score -146645 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -146662.468750 Penalty: 3404.964355 Iteration 42Q: 3 clusters Score -146662.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -146669.312500 Penalty: 3404.964355 Iteration 43Q: 3 clusters Score -146669.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -146671.234375 Penalty: 3404.964355 Iteration 44Q: 3 clusters Score -146671.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -146673.546875 Penalty: 3404.964355 Iteration 45Q: 3 clusters Score -146673.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -146674.218750 Penalty: 3404.964355 Iteration 46Q: 3 clusters Score -146674.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -146674.218750 Penalty: 3404.964355 Iteration 47F: 3 clusters Score -146674.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (74826 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74826 members Entering Unmasked Estep Score: -12376099.000000 Penalty: 2783.284180 Iteration 0F: 2 clusters Score -1.23761e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37345 members Mstep: Class 2 contains 37481 members Entering Unmasked Estep Score: -12355364.000000 Penalty: 5566.568359 Iteration 0F: 3 clusters Score -1.235536e+07 nChanged 35183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38022 members Mstep: Class 2 contains 36804 members Entering Unmasked Estep Score: -12374718.000000 Penalty: 5566.568359 Iteration 1F: 3 clusters Score -1.237472e+07 nChanged 3488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39130 members Mstep: Class 2 contains 35696 members Entering Unmasked Estep Score: -12375582.000000 Penalty: 5566.568359 Iteration 2Q: 3 clusters Score -1.237558e+07 nChanged 3604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40506 members Mstep: Class 2 contains 34320 members Entering Unmasked Estep Score: -12376592.000000 Penalty: 5566.568359 Iteration 3Q: 3 clusters Score -1.237659e+07 nChanged 3871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41851 members Mstep: Class 2 contains 32975 members Entering Unmasked Estep Score: -12377884.000000 Penalty: 5566.568359 Iteration 4F: 3 clusters Score -1.237788e+07 nChanged 3992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42877 members Mstep: Class 2 contains 31949 members Entering Unmasked Estep Score: -12379290.000000 Penalty: 5566.568359 Iteration 5F: 3 clusters Score -1.237929e+07 nChanged 4193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43376 members Mstep: Class 2 contains 31450 members Entering Unmasked Estep Score: -12381099.000000 Penalty: 5566.568359 Iteration 6F: 3 clusters Score -1.23811e+07 nChanged 4404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43146 members Mstep: Class 2 contains 31680 members Entering Unmasked Estep Score: -12383208.000000 Penalty: 5566.568359 Iteration 7F: 3 clusters Score -1.238321e+07 nChanged 4622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41958 members Mstep: Class 2 contains 32868 members Entering Unmasked Estep Score: -12385846.000000 Penalty: 5566.568359 Iteration 8F: 3 clusters Score -1.238585e+07 nChanged 4575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39931 members Mstep: Class 2 contains 34895 members Entering Unmasked Estep Score: -12388389.000000 Penalty: 5566.568359 Iteration 9F: 3 clusters Score -1.238839e+07 nChanged 4151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37416 members Mstep: Class 2 contains 37410 members Entering Unmasked Estep Score: -12390272.000000 Penalty: 5566.568359 Iteration 10F: 3 clusters Score -1.239027e+07 nChanged 3424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34740 members Mstep: Class 2 contains 40086 members Entering Unmasked Estep Score: -12391488.000000 Penalty: 5566.568359 Iteration 11Q: 3 clusters Score -1.239149e+07 nChanged 2876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32182 members Mstep: Class 2 contains 42644 members Entering Unmasked Estep Score: -12392323.000000 Penalty: 5566.568359 Iteration 12Q: 3 clusters Score -1.239232e+07 nChanged 2393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29945 members Mstep: Class 2 contains 44881 members Entering Unmasked Estep Score: -12392665.000000 Penalty: 5566.568359 Iteration 13Q: 3 clusters Score -1.239266e+07 nChanged 2068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28069 members Mstep: Class 2 contains 46757 members Entering Unmasked Estep Score: -12393067.000000 Penalty: 5566.568359 Iteration 14Q: 3 clusters Score -1.239307e+07 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26584 members Mstep: Class 2 contains 48242 members Entering Unmasked Estep Score: -12393386.000000 Penalty: 5566.568359 Iteration 15Q: 3 clusters Score -1.239339e+07 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25483 members Mstep: Class 2 contains 49343 members Entering Unmasked Estep Score: -12393304.000000 Penalty: 5566.568359 Iteration 16Q: 3 clusters Score -1.23933e+07 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24851 members Mstep: Class 2 contains 49975 members Entering Unmasked Estep Score: -12393249.000000 Penalty: 5566.568359 Iteration 17Q: 3 clusters Score -1.239325e+07 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24637 members Mstep: Class 2 contains 50189 members Entering Unmasked Estep Score: -12393308.000000 Penalty: 5566.568359 Iteration 18Q: 3 clusters Score -1.239331e+07 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24658 members Mstep: Class 2 contains 50168 members Entering Unmasked Estep Score: -12393280.000000 Penalty: 5566.568359 Iteration 19Q: 3 clusters Score -1.239328e+07 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24951 members Mstep: Class 2 contains 49875 members Entering Unmasked Estep Score: -12393407.000000 Penalty: 5566.568359 Iteration 20F: 3 clusters Score -1.239341e+07 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25405 members Mstep: Class 2 contains 49421 members Entering Unmasked Estep Score: -12393531.000000 Penalty: 5566.568359 Iteration 21Q: 3 clusters Score -1.239353e+07 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25928 members Mstep: Class 2 contains 48898 members Entering Unmasked Estep Score: -12393716.000000 Penalty: 5566.568359 Iteration 22Q: 3 clusters Score -1.239372e+07 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26579 members Mstep: Class 2 contains 48247 members Entering Unmasked Estep Score: -12393786.000000 Penalty: 5566.568359 Iteration 23Q: 3 clusters Score -1.239379e+07 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27339 members Mstep: Class 2 contains 47487 members Entering Unmasked Estep Score: -12393790.000000 Penalty: 5566.568359 Iteration 24Q: 3 clusters Score -1.239379e+07 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28236 members Mstep: Class 2 contains 46590 members Entering Unmasked Estep Score: -12393891.000000 Penalty: 5566.568359 Iteration 25Q: 3 clusters Score -1.239389e+07 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29278 members Mstep: Class 2 contains 45548 members Entering Unmasked Estep Score: -12393997.000000 Penalty: 5566.568359 Iteration 26Q: 3 clusters Score -1.2394e+07 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30410 members Mstep: Class 2 contains 44416 members Entering Unmasked Estep Score: -12394129.000000 Penalty: 5566.568359 Iteration 27Q: 3 clusters Score -1.239413e+07 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31582 members Mstep: Class 2 contains 43244 members Entering Unmasked Estep Score: -12394265.000000 Penalty: 5566.568359 Iteration 28Q: 3 clusters Score -1.239426e+07 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32826 members Mstep: Class 2 contains 42000 members Entering Unmasked Estep Score: -12394391.000000 Penalty: 5566.568359 Iteration 29Q: 3 clusters Score -1.239439e+07 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34048 members Mstep: Class 2 contains 40778 members Entering Unmasked Estep Score: -12394476.000000 Penalty: 5566.568359 Iteration 30Q: 3 clusters Score -1.239448e+07 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35186 members Mstep: Class 2 contains 39640 members Entering Unmasked Estep Score: -12394498.000000 Penalty: 5566.568359 Iteration 31Q: 3 clusters Score -1.23945e+07 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36132 members Mstep: Class 2 contains 38694 members Entering Unmasked Estep Score: -12394437.000000 Penalty: 5566.568359 Iteration 32Q: 3 clusters Score -1.239444e+07 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36879 members Mstep: Class 2 contains 37947 members Entering Unmasked Estep Score: -12394411.000000 Penalty: 5566.568359 Iteration 33Q: 3 clusters Score -1.239441e+07 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37484 members Mstep: Class 2 contains 37342 members Entering Unmasked Estep Score: -12394462.000000 Penalty: 5566.568359 Iteration 34Q: 3 clusters Score -1.239446e+07 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37890 members Mstep: Class 2 contains 36936 members Entering Unmasked Estep Score: -12394480.000000 Penalty: 5566.568359 Iteration 35Q: 3 clusters Score -1.239448e+07 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38157 members Mstep: Class 2 contains 36669 members Entering Unmasked Estep Score: -12394459.000000 Penalty: 5566.568359 Iteration 36Q: 3 clusters Score -1.239446e+07 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38321 members Mstep: Class 2 contains 36505 members Entering Unmasked Estep Score: -12394447.000000 Penalty: 5566.568359 Iteration 37Q: 3 clusters Score -1.239445e+07 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38358 members Mstep: Class 2 contains 36468 members Entering Unmasked Estep Score: -12394479.000000 Penalty: 5566.568359 Iteration 38Q: 3 clusters Score -1.239448e+07 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38299 members Mstep: Class 2 contains 36527 members Entering Unmasked Estep Score: -12394516.000000 Penalty: 5566.568359 Iteration 39Q: 3 clusters Score -1.239452e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38195 members Mstep: Class 2 contains 36631 members Entering Unmasked Estep Score: -12394530.000000 Penalty: 5566.568359 Iteration 40F: 3 clusters Score -1.239453e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38113 members Mstep: Class 2 contains 36713 members Entering Unmasked Estep Score: -12394558.000000 Penalty: 5566.568359 Iteration 41Q: 3 clusters Score -1.239456e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37983 members Mstep: Class 2 contains 36843 members Entering Unmasked Estep Score: -12394565.000000 Penalty: 5566.568359 Iteration 42Q: 3 clusters Score -1.239456e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37796 members Mstep: Class 2 contains 37030 members Entering Unmasked Estep Score: -12394588.000000 Penalty: 5566.568359 Iteration 43Q: 3 clusters Score -1.239459e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37610 members Mstep: Class 2 contains 37216 members Entering Unmasked Estep Score: -12394647.000000 Penalty: 5566.568359 Iteration 44Q: 3 clusters Score -1.239465e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37421 members Mstep: Class 2 contains 37405 members Entering Unmasked Estep Score: -12394685.000000 Penalty: 5566.568359 Iteration 45Q: 3 clusters Score -1.239468e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37247 members Mstep: Class 2 contains 37579 members Entering Unmasked Estep Score: -12394691.000000 Penalty: 5566.568359 Iteration 46Q: 3 clusters Score -1.239469e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37061 members Mstep: Class 2 contains 37765 members Entering Unmasked Estep Score: -12394759.000000 Penalty: 5566.568359 Iteration 47Q: 3 clusters Score -1.239476e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36874 members Mstep: Class 2 contains 37952 members Entering Unmasked Estep Score: -12394772.000000 Penalty: 5566.568359 Iteration 48Q: 3 clusters Score -1.239477e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36691 members Mstep: Class 2 contains 38135 members Entering Unmasked Estep Score: -12394836.000000 Penalty: 5566.568359 Iteration 49Q: 3 clusters Score -1.239484e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36500 members Mstep: Class 2 contains 38326 members Entering Unmasked Estep Score: -12394866.000000 Penalty: 5566.568359 Iteration 50Q: 3 clusters Score -1.239487e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36350 members Mstep: Class 2 contains 38476 members Entering Unmasked Estep Score: -12394881.000000 Penalty: 5566.568359 Iteration 51Q: 3 clusters Score -1.239488e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36180 members Mstep: Class 2 contains 38646 members Entering Unmasked Estep Score: -12394910.000000 Penalty: 5566.568359 Iteration 52Q: 3 clusters Score -1.239491e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36021 members Mstep: Class 2 contains 38805 members Entering Unmasked Estep Score: -12394915.000000 Penalty: 5566.568359 Iteration 53Q: 3 clusters Score -1.239492e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35890 members Mstep: Class 2 contains 38936 members Entering Unmasked Estep Score: -12394922.000000 Penalty: 5566.568359 Iteration 54Q: 3 clusters Score -1.239492e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35778 members Mstep: Class 2 contains 39048 members Entering Unmasked Estep Score: -12394932.000000 Penalty: 5566.568359 Iteration 55Q: 3 clusters Score -1.239493e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35708 members Mstep: Class 2 contains 39118 members Entering Unmasked Estep Score: -12394938.000000 Penalty: 5566.568359 Iteration 56Q: 3 clusters Score -1.239494e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35671 members Mstep: Class 2 contains 39155 members Entering Unmasked Estep Score: -12394964.000000 Penalty: 5566.568359 Iteration 57Q: 3 clusters Score -1.239496e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35651 members Mstep: Class 2 contains 39175 members Entering Unmasked Estep Score: -12394981.000000 Penalty: 5566.568359 Iteration 58Q: 3 clusters Score -1.239498e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35644 members Mstep: Class 2 contains 39182 members Entering Unmasked Estep Score: -12395005.000000 Penalty: 5566.568359 Iteration 59Q: 3 clusters Score -1.2395e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35650 members Mstep: Class 2 contains 39176 members Entering Unmasked Estep Score: -12395043.000000 Penalty: 5566.568359 Iteration 60F: 3 clusters Score -1.239504e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35656 members Mstep: Class 2 contains 39170 members Entering Unmasked Estep Score: -12395089.000000 Penalty: 5566.568359 Iteration 61Q: 3 clusters Score -1.239509e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35662 members Mstep: Class 2 contains 39164 members Entering Unmasked Estep Score: -12395096.000000 Penalty: 5566.568359 Iteration 62Q: 3 clusters Score -1.23951e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35680 members Mstep: Class 2 contains 39146 members Entering Unmasked Estep Score: -12395069.000000 Penalty: 5566.568359 Iteration 63Q: 3 clusters Score -1.239507e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35675 members Mstep: Class 2 contains 39151 members Entering Unmasked Estep Score: 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contains 39093 members Entering Unmasked Estep Score: -12395108.000000 Penalty: 5566.568359 Iteration 68Q: 3 clusters Score -1.239511e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35754 members Mstep: Class 2 contains 39072 members Entering Unmasked Estep Score: -12395112.000000 Penalty: 5566.568359 Iteration 69Q: 3 clusters Score -1.239511e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35782 members Mstep: Class 2 contains 39044 members Entering Unmasked Estep Score: -12395160.000000 Penalty: 5566.568359 Iteration 70Q: 3 clusters Score -1.239516e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35809 members Mstep: Class 2 contains 39017 members Entering Unmasked Estep Score: -12395138.000000 Penalty: 5566.568359 Iteration 71Q: 3 clusters Score -1.239514e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35834 members Mstep: Class 2 contains 38992 members Entering Unmasked Estep Score: -12395115.000000 Penalty: 5566.568359 Iteration 72Q: 3 clusters Score -1.239512e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35866 members Mstep: Class 2 contains 38960 members Entering Unmasked Estep Score: -12395137.000000 Penalty: 5566.568359 Iteration 73Q: 3 clusters Score -1.239514e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35897 members Mstep: Class 2 contains 38929 members Entering Unmasked Estep Score: -12395137.000000 Penalty: 5566.568359 Iteration 74Q: 3 clusters Score -1.239514e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35945 members Mstep: Class 2 contains 38881 members Entering Unmasked Estep Score: -12395123.000000 Penalty: 5566.568359 Iteration 75Q: 3 clusters Score -1.239512e+07 nChanged 107 Entering Unmasked 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Score -1.239507e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36127 members Mstep: Class 2 contains 38699 members Entering Unmasked Estep Score: -12395079.000000 Penalty: 5566.568359 Iteration 80F: 3 clusters Score -1.239508e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36140 members Mstep: Class 2 contains 38686 members Entering Unmasked Estep Score: -12395085.000000 Penalty: 5566.568359 Iteration 81Q: 3 clusters Score -1.239508e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36168 members Mstep: Class 2 contains 38658 members Entering Unmasked Estep Score: -12395091.000000 Penalty: 5566.568359 Iteration 82Q: 3 clusters Score -1.239509e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36185 members Mstep: Class 2 contains 38641 members Entering Unmasked Estep Score: -12395097.000000 Penalty: 5566.568359 Iteration 83Q: 3 clusters Score -1.23951e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36198 members Mstep: Class 2 contains 38628 members Entering Unmasked Estep Score: -12395090.000000 Penalty: 5566.568359 Iteration 84Q: 3 clusters Score -1.239509e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36227 members Mstep: Class 2 contains 38599 members Entering Unmasked Estep Score: -12395084.000000 Penalty: 5566.568359 Iteration 85Q: 3 clusters Score -1.239508e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36252 members Mstep: Class 2 contains 38574 members Entering Unmasked Estep Score: -12395043.000000 Penalty: 5566.568359 Iteration 86Q: 3 clusters Score -1.239504e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36264 members Mstep: Class 2 contains 38562 members Entering Unmasked Estep Score: -12395068.000000 Penalty: 5566.568359 Iteration 87Q: 3 clusters Score -1.239507e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36272 members Mstep: Class 2 contains 38554 members Entering Unmasked Estep Score: -12395059.000000 Penalty: 5566.568359 Iteration 88Q: 3 clusters Score -1.239506e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36277 members Mstep: Class 2 contains 38549 members Entering Unmasked Estep Score: -12395066.000000 Penalty: 5566.568359 Iteration 89Q: 3 clusters Score -1.239507e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36291 members Mstep: Class 2 contains 38535 members Entering Unmasked Estep Score: -12395073.000000 Penalty: 5566.568359 Iteration 90Q: 3 clusters Score -1.239507e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36303 members Mstep: Class 2 contains 38523 members Entering Unmasked Estep Score: -12395072.000000 Penalty: 5566.568359 Iteration 91Q: 3 clusters Score -1.239507e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36313 members Mstep: Class 2 contains 38513 members Entering Unmasked Estep Score: -12395076.000000 Penalty: 5566.568359 Iteration 92Q: 3 clusters Score -1.239508e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36315 members Mstep: Class 2 contains 38511 members Entering Unmasked Estep Score: -12395079.000000 Penalty: 5566.568359 Iteration 93Q: 3 clusters Score -1.239508e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36311 members Mstep: Class 2 contains 38515 members Entering Unmasked Estep Score: -12395071.000000 Penalty: 5566.568359 Iteration 94Q: 3 clusters Score -1.239507e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36308 members Mstep: Class 2 contains 38518 members Entering Unmasked Estep Score: -12395062.000000 Penalty: 5566.568359 Iteration 95Q: 3 clusters Score -1.239506e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36295 members Mstep: Class 2 contains 38531 members Entering Unmasked Estep Score: -12395081.000000 Penalty: 5566.568359 Iteration 96Q: 3 clusters Score -1.239508e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36298 members Mstep: Class 2 contains 38528 members Entering Unmasked Estep Score: -12395080.000000 Penalty: 5566.568359 Iteration 97Q: 3 clusters Score -1.239508e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36305 members Mstep: Class 2 contains 38521 members Entering Unmasked Estep Score: -12395082.000000 Penalty: 5566.568359 Iteration 98Q: 3 clusters Score -1.239508e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36314 members Mstep: Class 2 contains 38512 members Entering Unmasked Estep Score: -12395085.000000 Penalty: 5566.568359 Iteration 99Q: 3 clusters Score -1.239508e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36314 members Mstep: Class 2 contains 38512 members Entering Unmasked Estep Score: -12395084.000000 Penalty: 5566.568359 Iteration 100F: 3 clusters Score -1.239508e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36315 members Mstep: Class 2 contains 38511 members Entering Unmasked Estep Score: -12395079.000000 Penalty: 5566.568359 Iteration 101Q: 3 clusters Score -1.239508e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36319 members Mstep: Class 2 contains 38507 members Entering Unmasked Estep Score: -12395076.000000 Penalty: 5566.568359 Iteration 102Q: 3 clusters Score -1.239508e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36317 members Mstep: Class 2 contains 38509 members Entering Unmasked Estep Score: -12395085.000000 Penalty: 5566.568359 Iteration 103Q: 3 clusters Score -1.239508e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36320 members Mstep: Class 2 contains 38506 members Entering Unmasked Estep Score: -12395092.000000 Penalty: 5566.568359 Iteration 104Q: 3 clusters Score -1.239509e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36327 members Mstep: Class 2 contains 38499 members Entering Unmasked Estep Score: -12395090.000000 Penalty: 5566.568359 Iteration 105Q: 3 clusters Score -1.239509e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36334 members Mstep: Class 2 contains 38492 members Entering Unmasked 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Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36399 members Mstep: Class 2 contains 38427 members Entering Unmasked Estep Score: -12395123.000000 Penalty: 5566.568359 Iteration 118Q: 3 clusters Score -1.239512e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36405 members Mstep: Class 2 contains 38421 members Entering Unmasked Estep Score: -12395115.000000 Penalty: 5566.568359 Iteration 119Q: 3 clusters Score -1.239512e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36409 members Mstep: Class 2 contains 38417 members Entering Unmasked Estep Score: -12395113.000000 Penalty: 5566.568359 Iteration 120F: 3 clusters Score -1.239511e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36413 members Mstep: Class 2 contains 38413 members Entering Unmasked Estep Score: -12395107.000000 Penalty: 5566.568359 Iteration 121Q: 3 clusters Score -1.239511e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36419 members Mstep: Class 2 contains 38407 members Entering Unmasked Estep Score: -12395109.000000 Penalty: 5566.568359 Iteration 122Q: 3 clusters Score -1.239511e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36424 members Mstep: Class 2 contains 38402 members Entering Unmasked Estep Score: -12395115.000000 Penalty: 5566.568359 Iteration 123Q: 3 clusters Score -1.239512e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36428 members Mstep: Class 2 contains 38398 members Entering Unmasked Estep Score: -12395114.000000 Penalty: 5566.568359 Iteration 124Q: 3 clusters Score -1.239511e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36427 members Mstep: Class 2 contains 38399 members Entering Unmasked Estep Score: -12395114.000000 Penalty: 5566.568359 Iteration 125Q: 3 clusters Score -1.239511e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36435 members Mstep: Class 2 contains 38391 members Entering Unmasked Estep Score: -12395113.000000 Penalty: 5566.568359 Iteration 126Q: 3 clusters Score -1.239511e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36439 members Mstep: Class 2 contains 38387 members Entering Unmasked Estep Score: -12395102.000000 Penalty: 5566.568359 Iteration 127Q: 3 clusters Score -1.23951e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36441 members Mstep: Class 2 contains 38385 members Entering Unmasked Estep Score: -12395105.000000 Penalty: 5566.568359 Iteration 128Q: 3 clusters Score -1.23951e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36449 members Mstep: Class 2 contains 38377 members Entering Unmasked Estep Score: -12395131.000000 Penalty: 5566.568359 Iteration 129Q: 3 clusters Score -1.239513e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36452 members Mstep: Class 2 contains 38374 members Entering Unmasked Estep Score: -12395132.000000 Penalty: 5566.568359 Iteration 130Q: 3 clusters Score -1.239513e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36458 members Mstep: Class 2 contains 38368 members Entering Unmasked Estep Score: -12395116.000000 Penalty: 5566.568359 Iteration 131Q: 3 clusters Score -1.239512e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36466 members Mstep: Class 2 contains 38360 members Entering Unmasked Estep Score: -12395116.000000 Penalty: 5566.568359 Iteration 132Q: 3 clusters Score -1.239512e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36472 members Mstep: Class 2 contains 38354 members Entering Unmasked Estep Score: -12395115.000000 Penalty: 5566.568359 Iteration 133Q: 3 clusters Score -1.239512e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36481 members Mstep: Class 2 contains 38345 members Entering Unmasked Estep Score: -12395106.000000 Penalty: 5566.568359 Iteration 134Q: 3 clusters Score -1.239511e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36483 members Mstep: Class 2 contains 38343 members Entering Unmasked Estep Score: -12395106.000000 Penalty: 5566.568359 Iteration 135Q: 3 clusters Score -1.239511e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36489 members Mstep: Class 2 contains 38337 members Entering Unmasked Estep Score: -12395099.000000 Penalty: 5566.568359 Iteration 136Q: 3 clusters Score -1.23951e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36492 members Mstep: Class 2 contains 38334 members Entering Unmasked Estep Score: -12395097.000000 Penalty: 5566.568359 Iteration 137Q: 3 clusters Score -1.23951e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36499 members Mstep: Class 2 contains 38327 members Entering Unmasked Estep Score: -12395096.000000 Penalty: 5566.568359 Iteration 138Q: 3 clusters Score -1.23951e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36504 members Mstep: Class 2 contains 38322 members Entering Unmasked Estep Score: -12395095.000000 Penalty: 5566.568359 Iteration 139Q: 3 clusters Score -1.23951e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36508 members Mstep: Class 2 contains 38318 members Entering Unmasked Estep Score: -12395099.000000 Penalty: 5566.568359 Iteration 140F: 3 clusters Score -1.23951e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36509 members Mstep: Class 2 contains 38317 members Entering Unmasked Estep Score: -12395093.000000 Penalty: 5566.568359 Iteration 141Q: 3 clusters Score -1.239509e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36512 members Mstep: Class 2 contains 38314 members Entering Unmasked Estep Score: -12395097.000000 Penalty: 5566.568359 Iteration 142Q: 3 clusters Score -1.23951e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36513 members Mstep: Class 2 contains 38313 members Entering Unmasked Estep Score: -12395094.000000 Penalty: 5566.568359 Iteration 143Q: 3 clusters Score -1.239509e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36514 members Mstep: Class 2 contains 38312 members Entering Unmasked Estep Score: -12395101.000000 Penalty: 5566.568359 Iteration 144Q: 3 clusters Score -1.23951e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36514 members Mstep: Class 2 contains 38312 members Entering Unmasked Estep Score: -12395103.000000 Penalty: 5566.568359 Iteration 145Q: 3 clusters Score -1.23951e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36514 members Mstep: Class 2 contains 38312 members Entering Unmasked Estep Score: -12395107.000000 Penalty: 5566.568359 Iteration 146Q: 3 clusters Score -1.239511e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36515 members Mstep: Class 2 contains 38311 members Entering Unmasked Estep Score: -12395116.000000 Penalty: 5566.568359 Iteration 147Q: 3 clusters Score -1.239512e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36517 members Mstep: Class 2 contains 38309 members Entering Unmasked Estep Score: -12395105.000000 Penalty: 5566.568359 Iteration 148Q: 3 clusters Score -1.23951e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36518 members Mstep: Class 2 contains 38308 members Entering Unmasked Estep Score: -12395098.000000 Penalty: 5566.568359 Iteration 149Q: 3 clusters Score -1.23951e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36522 members Mstep: Class 2 contains 38304 members Entering Unmasked Estep Score: -12395089.000000 Penalty: 5566.568359 Iteration 150Q: 3 clusters Score -1.239509e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36527 members Mstep: Class 2 contains 38299 members Entering Unmasked Estep Score: -12395096.000000 Penalty: 5566.568359 Iteration 151Q: 3 clusters Score -1.23951e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36531 members Mstep: Class 2 contains 38295 members Entering Unmasked Estep Score: -12395092.000000 Penalty: 5566.568359 Iteration 152Q: 3 clusters Score -1.239509e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36534 members Mstep: Class 2 contains 38292 members Entering Unmasked Estep Score: -12395091.000000 Penalty: 5566.568359 Iteration 153Q: 3 clusters Score -1.239509e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36541 members Mstep: Class 2 contains 38285 members Entering Unmasked Estep Score: -12395082.000000 Penalty: 5566.568359 Iteration 154Q: 3 clusters Score -1.239508e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36551 members Mstep: Class 2 contains 38275 members Entering Unmasked Estep Score: -12395080.000000 Penalty: 5566.568359 Iteration 155Q: 3 clusters Score -1.239508e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36561 members Mstep: Class 2 contains 38265 members Entering Unmasked Estep Score: -12395068.000000 Penalty: 5566.568359 Iteration 156Q: 3 clusters Score -1.239507e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36569 members Mstep: Class 2 contains 38257 members Entering Unmasked Estep Score: -12395079.000000 Penalty: 5566.568359 Iteration 157Q: 3 clusters Score -1.239508e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36578 members Mstep: Class 2 contains 38248 members Entering Unmasked Estep Score: -12395070.000000 Penalty: 5566.568359 Iteration 158Q: 3 clusters Score -1.239507e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36585 members Mstep: Class 2 contains 38241 members Entering Unmasked Estep Score: -12395067.000000 Penalty: 5566.568359 Iteration 159Q: 3 clusters Score -1.239507e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36588 members Mstep: Class 2 contains 38238 members Entering Unmasked Estep Score: -12395075.000000 Penalty: 5566.568359 Iteration 160F: 3 clusters Score -1.239508e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36592 members Mstep: Class 2 contains 38234 members Entering Unmasked Estep Score: -12395081.000000 Penalty: 5566.568359 Iteration 161Q: 3 clusters Score -1.239508e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36599 members Mstep: Class 2 contains 38227 members Entering Unmasked Estep Score: -12395090.000000 Penalty: 5566.568359 Iteration 162Q: 3 clusters Score -1.239509e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36601 members Mstep: Class 2 contains 38225 members Entering Unmasked Estep Score: -12395097.000000 Penalty: 5566.568359 Iteration 163Q: 3 clusters Score -1.23951e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36606 members Mstep: Class 2 contains 38220 members Entering Unmasked Estep Score: -12395085.000000 Penalty: 5566.568359 Iteration 164Q: 3 clusters Score -1.239508e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36608 members Mstep: Class 2 contains 38218 members Entering Unmasked Estep Score: -12395091.000000 Penalty: 5566.568359 Iteration 165Q: 3 clusters Score -1.239509e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36611 members Mstep: Class 2 contains 38215 members Entering Unmasked Estep Score: -12395089.000000 Penalty: 5566.568359 Iteration 166Q: 3 clusters Score -1.239509e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36614 members Mstep: Class 2 contains 38212 members Entering Unmasked Estep Score: -12395075.000000 Penalty: 5566.568359 Iteration 167Q: 3 clusters Score -1.239508e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36615 members Mstep: Class 2 contains 38211 members Entering Unmasked Estep Score: -12395076.000000 Penalty: 5566.568359 Iteration 168Q: 3 clusters Score -1.239508e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36616 members Mstep: Class 2 contains 38210 members Entering Unmasked Estep Score: -12395078.000000 Penalty: 5566.568359 Iteration 169Q: 3 clusters Score -1.239508e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36624 members Mstep: Class 2 contains 38202 members Entering Unmasked Estep Score: -12395078.000000 Penalty: 5566.568359 Iteration 170Q: 3 clusters Score -1.239508e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36626 members Mstep: Class 2 contains 38200 members Entering Unmasked Estep Score: -12395079.000000 Penalty: 5566.568359 Iteration 171Q: 3 clusters Score -1.239508e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36628 members Mstep: Class 2 contains 38198 members Entering Unmasked Estep Score: -12395077.000000 Penalty: 5566.568359 Iteration 172Q: 3 clusters Score -1.239508e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36630 members Mstep: Class 2 contains 38196 members Entering Unmasked Estep Score: -12395071.000000 Penalty: 5566.568359 Iteration 173Q: 3 clusters Score -1.239507e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36632 members Mstep: Class 2 contains 38194 members Entering Unmasked Estep Score: -12395071.000000 Penalty: 5566.568359 Iteration 174Q: 3 clusters Score -1.239507e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36635 members Mstep: Class 2 contains 38191 members Entering Unmasked Estep Score: -12395077.000000 Penalty: 5566.568359 Iteration 175Q: 3 clusters Score -1.239508e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36636 members Mstep: Class 2 contains 38190 members Entering Unmasked Estep Score: -12395077.000000 Penalty: 5566.568359 Iteration 176Q: 3 clusters Score -1.239508e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36639 members Mstep: Class 2 contains 38187 members Entering Unmasked Estep Score: -12395084.000000 Penalty: 5566.568359 Iteration 177Q: 3 clusters Score -1.239508e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36639 members Mstep: Class 2 contains 38187 members Entering Unmasked Estep Score: -12395084.000000 Penalty: 5566.568359 Iteration 178F: 3 clusters Score -1.239508e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 1756 members Mstep: Class 4 contains 4975 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 36639 members Mstep: Class 8 contains 4483 members Mstep: Class 9 contains 38187 members Mstep: Class 12 contains 550 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 60839 members Mstep: Class 16 contains 39916 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38078 members Mstep: Class 20 contains 4816 members Entering Unmasked Estep Score: -37711144.000000 Penalty: 55223.585938 Splitting cluster 7 changes total score from -37692176.000000 to -37711144.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 8 (4483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Entering Unmasked Estep Score: -736558.625000 Penalty: 2085.195801 Iteration 0F: 2 clusters Score -736558.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -732382.875000 Penalty: 4170.391602 Iteration 0F: 3 clusters Score -732382.9 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -733270.250000 Penalty: 4170.391602 Iteration 1F: 3 clusters Score -733270.2 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -733492.062500 Penalty: 4170.391602 Iteration 2F: 3 clusters Score -733492.1 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -733661.250000 Penalty: 4170.391602 Iteration 3F: 3 clusters Score -733661.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -733800.125000 Penalty: 4170.391602 Iteration 4Q: 3 clusters Score -733800.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -733925.750000 Penalty: 4170.391602 Iteration 5Q: 3 clusters Score -733925.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -734044.625000 Penalty: 4170.391602 Iteration 6Q: 3 clusters Score -734044.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -734177.250000 Penalty: 4170.391602 Iteration 7Q: 3 clusters Score -734177.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -734306.500000 Penalty: 4170.391602 Iteration 8Q: 3 clusters Score -734306.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -734426.812500 Penalty: 4170.391602 Iteration 9Q: 3 clusters Score -734426.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -734527.500000 Penalty: 4170.391602 Iteration 10Q: 3 clusters Score -734527.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -734625.312500 Penalty: 4170.391602 Iteration 11Q: 3 clusters Score -734625.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -734701.875000 Penalty: 4170.391602 Iteration 12Q: 3 clusters Score -734701.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -734746.875000 Penalty: 4170.391602 Iteration 13Q: 3 clusters Score -734746.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -734785.062500 Penalty: 4170.391602 Iteration 14Q: 3 clusters Score -734785.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -734820.937500 Penalty: 4170.391602 Iteration 15Q: 3 clusters Score -734820.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -734862.437500 Penalty: 4170.391602 Iteration 16Q: 3 clusters Score -734862.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -734905.625000 Penalty: 4170.391602 Iteration 17Q: 3 clusters Score -734905.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -734931.562500 Penalty: 4170.391602 Iteration 18Q: 3 clusters Score -734931.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -734956.187500 Penalty: 4170.391602 Iteration 19Q: 3 clusters Score -734956.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -734973.437500 Penalty: 4170.391602 Iteration 20F: 3 clusters Score -734973.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -734994.625000 Penalty: 4170.391602 Iteration 21Q: 3 clusters Score -734994.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -735008.250000 Penalty: 4170.391602 Iteration 22Q: 3 clusters Score -735008.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -735024.062500 Penalty: 4170.391602 Iteration 23Q: 3 clusters Score -735024.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -735040.062500 Penalty: 4170.391602 Iteration 24Q: 3 clusters Score -735040.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -735049.000000 Penalty: 4170.391602 Iteration 25Q: 3 clusters Score -735049 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -735056.250000 Penalty: 4170.391602 Iteration 26Q: 3 clusters Score -735056.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -735060.375000 Penalty: 4170.391602 Iteration 27Q: 3 clusters Score -735060.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -735062.125000 Penalty: 4170.391602 Iteration 28Q: 3 clusters Score -735062.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -735068.312500 Penalty: 4170.391602 Iteration 29Q: 3 clusters Score -735068.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -735073.500000 Penalty: 4170.391602 Iteration 30Q: 3 clusters Score -735073.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -735077.187500 Penalty: 4170.391602 Iteration 31Q: 3 clusters Score -735077.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -735080.625000 Penalty: 4170.391602 Iteration 32Q: 3 clusters Score -735080.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -735083.312500 Penalty: 4170.391602 Iteration 33Q: 3 clusters Score -735083.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -735084.750000 Penalty: 4170.391602 Iteration 34Q: 3 clusters Score -735084.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -735085.437500 Penalty: 4170.391602 Iteration 35Q: 3 clusters Score -735085.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -735086.000000 Penalty: 4170.391602 Iteration 36Q: 3 clusters Score -735086 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -735086.000000 Penalty: 4170.391602 Iteration 37F: 3 clusters Score -735086 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (550 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Entering Unmasked Estep Score: -77011.859375 Penalty: 1564.859741 Iteration 0F: 2 clusters Score -77011.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -75488.406250 Penalty: 3129.719482 Iteration 0F: 3 clusters Score -75488.41 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -75921.765625 Penalty: 3129.719482 Iteration 1F: 3 clusters Score -75921.77 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -76377.789062 Penalty: 3129.719482 Iteration 2F: 3 clusters Score -76377.79 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -76803.046875 Penalty: 3129.719482 Iteration 3F: 3 clusters Score -76803.05 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -77044.531250 Penalty: 3129.719482 Iteration 4Q: 3 clusters Score -77044.53 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -77160.195312 Penalty: 3129.719482 Iteration 5Q: 3 clusters Score -77160.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -77179.375000 Penalty: 3129.719482 Iteration 6Q: 3 clusters Score -77179.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -77190.898438 Penalty: 3129.719482 Iteration 7Q: 3 clusters Score -77190.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -77193.429688 Penalty: 3129.719482 Iteration 8Q: 3 clusters Score -77193.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -77197.289062 Penalty: 3129.719482 Iteration 9Q: 3 clusters Score -77197.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -77209.375000 Penalty: 3129.719482 Iteration 10F: 3 clusters Score -77209.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -77240.398438 Penalty: 3129.719482 Iteration 11Q: 3 clusters Score -77240.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -77248.210938 Penalty: 3129.719482 Iteration 12Q: 3 clusters Score -77248.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -77251.742188 Penalty: 3129.719482 Iteration 13Q: 3 clusters Score -77251.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -77258.460938 Penalty: 3129.719482 Iteration 14Q: 3 clusters Score -77258.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -77260.046875 Penalty: 3129.719482 Iteration 15Q: 3 clusters Score -77260.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -77274.421875 Penalty: 3129.719482 Iteration 16Q: 3 clusters Score -77274.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -77292.562500 Penalty: 3129.719482 Iteration 17Q: 3 clusters Score -77292.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -77303.328125 Penalty: 3129.719482 Iteration 18Q: 3 clusters Score -77303.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -77308.117188 Penalty: 3129.719482 Iteration 19Q: 3 clusters Score -77308.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -77308.117188 Penalty: 3129.719482 Iteration 20F: 3 clusters Score -77308.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 1756 members Mstep: Class 4 contains 4975 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 36639 members Mstep: Class 8 contains 4483 members Mstep: Class 9 contains 38187 members Mstep: Class 10 contains 311 members Mstep: Class 12 contains 239 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 1304 members Mstep: Class 15 contains 60839 members Mstep: Class 16 contains 39916 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38078 members Mstep: Class 20 contains 4816 members Entering Unmasked Estep Score: -37709944.000000 Penalty: 58291.566406 Splitting cluster 12 changes total score from -37692176.000000 to -37709944.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 13 (433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Entering Unmasked Estep Score: -55092.089844 Penalty: 1505.542969 Iteration 0F: 2 clusters Score -55092.09 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 217 members Entering Unmasked Estep Score: -53808.269531 Penalty: 3011.085938 Iteration 0F: 3 clusters Score -53808.27 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -54167.785156 Penalty: 3011.085938 Iteration 1F: 3 clusters Score -54167.79 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -54434.593750 Penalty: 3011.085938 Iteration 2F: 3 clusters Score -54434.59 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -54552.785156 Penalty: 3011.085938 Iteration 3F: 3 clusters Score -54552.79 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -54611.710938 Penalty: 3011.085938 Iteration 4Q: 3 clusters Score -54611.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -54642.246094 Penalty: 3011.085938 Iteration 5Q: 3 clusters Score -54642.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -54698.027344 Penalty: 3011.085938 Iteration 6Q: 3 clusters Score -54698.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -54755.914062 Penalty: 3011.085938 Iteration 7Q: 3 clusters Score -54755.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -54789.316406 Penalty: 3011.085938 Iteration 8Q: 3 clusters Score -54789.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -54823.761719 Penalty: 3011.085938 Iteration 9Q: 3 clusters Score -54823.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -54859.988281 Penalty: 3011.085938 Iteration 10Q: 3 clusters Score -54859.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -54871.398438 Penalty: 3011.085938 Iteration 11Q: 3 clusters Score -54871.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -54900.929688 Penalty: 3011.085938 Iteration 12Q: 3 clusters Score -54900.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -54911.316406 Penalty: 3011.085938 Iteration 13Q: 3 clusters Score -54911.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -54911.316406 Penalty: 3011.085938 Iteration 14F: 3 clusters Score -54911.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Entering Unmasked Estep Score: -177703.546875 Penalty: 1778.951538 Iteration 0F: 2 clusters Score -177703.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -175764.765625 Penalty: 3557.903076 Iteration 0F: 3 clusters Score -175764.8 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -176282.781250 Penalty: 3557.903076 Iteration 1F: 3 clusters Score -176282.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -176507.843750 Penalty: 3557.903076 Iteration 2F: 3 clusters Score -176507.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -176662.203125 Penalty: 3557.903076 Iteration 3F: 3 clusters Score -176662.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -176815.281250 Penalty: 3557.903076 Iteration 4Q: 3 clusters Score -176815.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -177034.671875 Penalty: 3557.903076 Iteration 5F: 3 clusters Score -177034.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -177180.218750 Penalty: 3557.903076 Iteration 6F: 3 clusters Score -177180.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -177318.234375 Penalty: 3557.903076 Iteration 7Q: 3 clusters Score -177318.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -177399.375000 Penalty: 3557.903076 Iteration 8Q: 3 clusters Score -177399.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -177487.781250 Penalty: 3557.903076 Iteration 9Q: 3 clusters Score -177487.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -177564.593750 Penalty: 3557.903076 Iteration 10Q: 3 clusters Score -177564.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -177629.500000 Penalty: 3557.903076 Iteration 11Q: 3 clusters Score -177629.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -177677.921875 Penalty: 3557.903076 Iteration 12Q: 3 clusters Score -177677.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -177711.453125 Penalty: 3557.903076 Iteration 13Q: 3 clusters Score -177711.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -177714.546875 Penalty: 3557.903076 Iteration 14Q: 3 clusters Score -177714.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -177718.000000 Penalty: 3557.903076 Iteration 15Q: 3 clusters Score -177718 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -177719.593750 Penalty: 3557.903076 Iteration 16Q: 3 clusters Score -177719.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -177745.875000 Penalty: 3557.903076 Iteration 17F: 3 clusters Score -177745.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -177798.062500 Penalty: 3557.903076 Iteration 18Q: 3 clusters Score -177798.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -177806.437500 Penalty: 3557.903076 Iteration 19Q: 3 clusters Score -177806.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -177806.656250 Penalty: 3557.903076 Iteration 20F: 3 clusters Score -177806.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 1756 members Mstep: Class 4 contains 4975 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 36639 members Mstep: Class 8 contains 4483 members Mstep: Class 9 contains 38187 members Mstep: Class 10 contains 311 members Mstep: Class 11 contains 389 members Mstep: Class 12 contains 239 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 60839 members Mstep: Class 16 contains 39916 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38078 members Mstep: Class 20 contains 4816 members Entering Unmasked Estep Score: -37708756.000000 Penalty: 61359.542969 Splitting cluster 14 changes total score from -37692176.000000 to -37708756.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 15 (60839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60839 members Entering Unmasked Estep Score: -9805410.000000 Penalty: 2731.964600 Iteration 0F: 2 clusters Score -9805410 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30502 members Mstep: Class 2 contains 30337 members Entering Unmasked Estep Score: -9768937.000000 Penalty: 5463.929199 Iteration 0F: 3 clusters Score -9768937 nChanged 28399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30729 members Mstep: Class 2 contains 30110 members Entering Unmasked Estep Score: -9785430.000000 Penalty: 5463.929199 Iteration 1F: 3 clusters Score -9785430 nChanged 3168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30735 members Mstep: Class 2 contains 30104 members Entering Unmasked Estep Score: -9786884.000000 Penalty: 5463.929199 Iteration 2F: 3 clusters Score -9786884 nChanged 3548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30455 members Mstep: Class 2 contains 30384 members Entering Unmasked Estep Score: -9789098.000000 Penalty: 5463.929199 Iteration 3F: 3 clusters Score -9789098 nChanged 4158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29843 members Mstep: Class 2 contains 30996 members Entering Unmasked Estep Score: -9792164.000000 Penalty: 5463.929199 Iteration 4F: 3 clusters Score -9792164 nChanged 4740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29035 members Mstep: Class 2 contains 31804 members Entering Unmasked Estep Score: -9795630.000000 Penalty: 5463.929199 Iteration 5F: 3 clusters Score -9795630 nChanged 4374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28421 members Mstep: Class 2 contains 32418 members Entering Unmasked Estep Score: -9798385.000000 Penalty: 5463.929199 Iteration 6F: 3 clusters Score -9798385 nChanged 3543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28286 members Mstep: Class 2 contains 32553 members Entering Unmasked Estep Score: -9800562.000000 Penalty: 5463.929199 Iteration 7F: 3 clusters Score -9800562 nChanged 2880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28516 members Mstep: Class 2 contains 32323 members Entering Unmasked Estep Score: -9802247.000000 Penalty: 5463.929199 Iteration 8Q: 3 clusters Score -9802247 nChanged 2523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28959 members Mstep: Class 2 contains 31880 members Entering Unmasked Estep Score: -9803815.000000 Penalty: 5463.929199 Iteration 9Q: 3 clusters Score -9803815 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29505 members Mstep: Class 2 contains 31334 members Entering Unmasked Estep Score: -9805157.000000 Penalty: 5463.929199 Iteration 10Q: 3 clusters Score -9805157 nChanged 2026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30005 members Mstep: Class 2 contains 30834 members Entering Unmasked Estep Score: -9806354.000000 Penalty: 5463.929199 Iteration 11Q: 3 clusters Score -9806354 nChanged 1697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30400 members Mstep: Class 2 contains 30439 members Entering Unmasked Estep Score: -9807085.000000 Penalty: 5463.929199 Iteration 12Q: 3 clusters Score -9807085 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30566 members Mstep: Class 2 contains 30273 members Entering Unmasked Estep Score: -9807757.000000 Penalty: 5463.929199 Iteration 13Q: 3 clusters Score -9807757 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30525 members Mstep: Class 2 contains 30314 members Entering Unmasked Estep Score: -9808268.000000 Penalty: 5463.929199 Iteration 14Q: 3 clusters Score -9808268 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30345 members Mstep: Class 2 contains 30494 members Entering Unmasked Estep Score: -9808708.000000 Penalty: 5463.929199 Iteration 15Q: 3 clusters Score -9808708 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29977 members Mstep: Class 2 contains 30862 members Entering Unmasked Estep Score: -9809114.000000 Penalty: 5463.929199 Iteration 16Q: 3 clusters Score -9809114 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29505 members Mstep: Class 2 contains 31334 members Entering Unmasked Estep Score: -9809552.000000 Penalty: 5463.929199 Iteration 17Q: 3 clusters Score -9809552 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28936 members Mstep: Class 2 contains 31903 members Entering Unmasked Estep Score: -9809945.000000 Penalty: 5463.929199 Iteration 18Q: 3 clusters Score -9809945 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28346 members Mstep: Class 2 contains 32493 members Entering Unmasked Estep Score: -9810319.000000 Penalty: 5463.929199 Iteration 19Q: 3 clusters Score -9810319 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27820 members Mstep: Class 2 contains 33019 members Entering Unmasked Estep Score: -9810574.000000 Penalty: 5463.929199 Iteration 20F: 3 clusters Score -9810574 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27348 members Mstep: Class 2 contains 33491 members Entering Unmasked Estep Score: -9810780.000000 Penalty: 5463.929199 Iteration 21Q: 3 clusters Score -9810780 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26943 members Mstep: Class 2 contains 33896 members Entering Unmasked Estep Score: -9810897.000000 Penalty: 5463.929199 Iteration 22Q: 3 clusters Score -9810897 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26614 members Mstep: Class 2 contains 34225 members Entering Unmasked Estep Score: -9810906.000000 Penalty: 5463.929199 Iteration 23Q: 3 clusters Score -9810906 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26364 members Mstep: Class 2 contains 34475 members Entering Unmasked Estep Score: -9810977.000000 Penalty: 5463.929199 Iteration 24Q: 3 clusters Score -9810977 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26169 members Mstep: Class 2 contains 34670 members Entering Unmasked Estep Score: -9811013.000000 Penalty: 5463.929199 Iteration 25Q: 3 clusters Score -9811013 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26013 members Mstep: Class 2 contains 34826 members Entering Unmasked Estep Score: -9811021.000000 Penalty: 5463.929199 Iteration 26Q: 3 clusters Score -9811021 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25887 members Mstep: Class 2 contains 34952 members Entering Unmasked Estep Score: -9811035.000000 Penalty: 5463.929199 Iteration 27Q: 3 clusters Score -9811035 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25785 members Mstep: Class 2 contains 35054 members Entering Unmasked Estep Score: -9811056.000000 Penalty: 5463.929199 Iteration 28Q: 3 clusters Score -9811056 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25696 members Mstep: Class 2 contains 35143 members Entering Unmasked Estep Score: -9811044.000000 Penalty: 5463.929199 Iteration 29Q: 3 clusters Score -9811044 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25623 members Mstep: Class 2 contains 35216 members Entering Unmasked Estep Score: -9811040.000000 Penalty: 5463.929199 Iteration 30Q: 3 clusters Score -9811040 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25563 members Mstep: Class 2 contains 35276 members Entering Unmasked Estep Score: -9811036.000000 Penalty: 5463.929199 Iteration 31Q: 3 clusters Score -9811036 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25519 members Mstep: Class 2 contains 35320 members Entering Unmasked Estep Score: -9811040.000000 Penalty: 5463.929199 Iteration 32Q: 3 clusters Score -9811040 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25487 members Mstep: Class 2 contains 35352 members Entering Unmasked Estep Score: -9811028.000000 Penalty: 5463.929199 Iteration 33Q: 3 clusters Score -9811028 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25449 members Mstep: Class 2 contains 35390 members Entering Unmasked Estep Score: -9811020.000000 Penalty: 5463.929199 Iteration 34Q: 3 clusters Score -9811020 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25413 members Mstep: Class 2 contains 35426 members Entering Unmasked Estep Score: -9811032.000000 Penalty: 5463.929199 Iteration 35Q: 3 clusters Score -9811032 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25388 members Mstep: Class 2 contains 35451 members Entering Unmasked Estep Score: -9811028.000000 Penalty: 5463.929199 Iteration 36Q: 3 clusters Score -9811028 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25373 members Mstep: Class 2 contains 35466 members Entering Unmasked Estep Score: -9811032.000000 Penalty: 5463.929199 Iteration 37Q: 3 clusters Score -9811032 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25357 members Mstep: Class 2 contains 35482 members Entering Unmasked Estep Score: -9811032.000000 Penalty: 5463.929199 Iteration 38Q: 3 clusters Score -9811032 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25341 members Mstep: Class 2 contains 35498 members Entering Unmasked Estep Score: -9811045.000000 Penalty: 5463.929199 Iteration 39Q: 3 clusters Score -9811045 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25326 members Mstep: Class 2 contains 35513 members Entering Unmasked Estep Score: -9811050.000000 Penalty: 5463.929199 Iteration 40F: 3 clusters Score -9811050 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25317 members Mstep: Class 2 contains 35522 members Entering Unmasked Estep Score: -9811044.000000 Penalty: 5463.929199 Iteration 41Q: 3 clusters Score -9811044 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25309 members Mstep: Class 2 contains 35530 members Entering Unmasked Estep Score: -9811048.000000 Penalty: 5463.929199 Iteration 42Q: 3 clusters Score -9811048 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25305 members Mstep: Class 2 contains 35534 members Entering Unmasked Estep Score: -9811049.000000 Penalty: 5463.929199 Iteration 43Q: 3 clusters Score -9811049 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25304 members Mstep: Class 2 contains 35535 members Entering Unmasked Estep Score: -9811051.000000 Penalty: 5463.929199 Iteration 44Q: 3 clusters Score -9811051 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25302 members Mstep: Class 2 contains 35537 members Entering Unmasked Estep Score: -9811045.000000 Penalty: 5463.929199 Iteration 45Q: 3 clusters Score -9811045 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25301 members Mstep: Class 2 contains 35538 members Entering Unmasked Estep Score: -9811051.000000 Penalty: 5463.929199 Iteration 46Q: 3 clusters Score -9811051 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25301 members Mstep: Class 2 contains 35538 members Entering Unmasked Estep Score: -9811051.000000 Penalty: 5463.929199 Iteration 47F: 3 clusters Score -9811051 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 1756 members Mstep: Class 4 contains 4975 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 36639 members Mstep: Class 8 contains 4483 members Mstep: Class 9 contains 38187 members Mstep: Class 10 contains 311 members Mstep: Class 11 contains 389 members Mstep: Class 12 contains 239 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 25301 members Mstep: Class 16 contains 39916 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38078 members Mstep: Class 20 contains 4816 members Mstep: Class 21 contains 35538 members Entering Unmasked Estep Score: -37713992.000000 Penalty: 64427.519531 Splitting cluster 15 changes total score from -37692176.000000 to -37713992.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 16 (39916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39916 members Entering Unmasked Estep Score: -6498537.500000 Penalty: 2627.444092 Iteration 0F: 2 clusters Score -6498538 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20155 members Mstep: Class 2 contains 19761 members Entering Unmasked Estep Score: -6471538.500000 Penalty: 5254.888184 Iteration 0F: 3 clusters Score -6471538 nChanged 18151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21810 members Mstep: Class 2 contains 18106 members Entering Unmasked Estep Score: -6481722.000000 Penalty: 5254.888184 Iteration 1F: 3 clusters Score -6481722 nChanged 2519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22979 members Mstep: Class 2 contains 16937 members Entering Unmasked Estep Score: -6483247.000000 Penalty: 5254.888184 Iteration 2F: 3 clusters Score -6483247 nChanged 2975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24582 members Mstep: Class 2 contains 15334 members Entering Unmasked Estep Score: -6485693.500000 Penalty: 5254.888184 Iteration 3F: 3 clusters Score -6485694 nChanged 3475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26421 members Mstep: Class 2 contains 13495 members Entering Unmasked Estep Score: -6489012.000000 Penalty: 5254.888184 Iteration 4F: 3 clusters Score -6489012 nChanged 3536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28249 members Mstep: Class 2 contains 11667 members Entering Unmasked Estep Score: -6492188.000000 Penalty: 5254.888184 Iteration 5F: 3 clusters Score -6492188 nChanged 2872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29697 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -6494410.000000 Penalty: 5254.888184 Iteration 6F: 3 clusters Score -6494410 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30642 members Mstep: Class 2 contains 9274 members Entering Unmasked Estep Score: -6495723.000000 Penalty: 5254.888184 Iteration 7F: 3 clusters Score -6495723 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31219 members Mstep: Class 2 contains 8697 members Entering Unmasked Estep Score: -6496421.500000 Penalty: 5254.888184 Iteration 8Q: 3 clusters Score -6496422 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31543 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -6496815.000000 Penalty: 5254.888184 Iteration 9Q: 3 clusters Score -6496815 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31774 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -6497080.000000 Penalty: 5254.888184 Iteration 10Q: 3 clusters Score -6497080 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31970 members Mstep: Class 2 contains 7946 members Entering Unmasked Estep Score: -6497259.500000 Penalty: 5254.888184 Iteration 11Q: 3 clusters Score -6497260 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32136 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -6497372.500000 Penalty: 5254.888184 Iteration 12Q: 3 clusters Score -6497372 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32301 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -6497440.500000 Penalty: 5254.888184 Iteration 13Q: 3 clusters Score -6497440 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32439 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -6497488.500000 Penalty: 5254.888184 Iteration 14Q: 3 clusters Score -6497488 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32568 members Mstep: Class 2 contains 7348 members Entering Unmasked Estep Score: -6497533.500000 Penalty: 5254.888184 Iteration 15Q: 3 clusters Score -6497534 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32686 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -6497545.000000 Penalty: 5254.888184 Iteration 16Q: 3 clusters Score -6497545 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32806 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -6497582.000000 Penalty: 5254.888184 Iteration 17Q: 3 clusters Score -6497582 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32905 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -6497591.000000 Penalty: 5254.888184 Iteration 18Q: 3 clusters Score -6497591 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33005 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -6497603.000000 Penalty: 5254.888184 Iteration 19Q: 3 clusters Score -6497603 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33107 members Mstep: Class 2 contains 6809 members Entering Unmasked Estep Score: -6497608.500000 Penalty: 5254.888184 Iteration 20F: 3 clusters Score -6497608 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33192 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -6497608.000000 Penalty: 5254.888184 Iteration 21Q: 3 clusters Score -6497608 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33275 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -6497626.000000 Penalty: 5254.888184 Iteration 22Q: 3 clusters Score -6497626 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33360 members Mstep: Class 2 contains 6556 members Entering Unmasked Estep Score: -6497643.500000 Penalty: 5254.888184 Iteration 23Q: 3 clusters Score -6497644 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33442 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -6497687.000000 Penalty: 5254.888184 Iteration 24Q: 3 clusters Score -6497687 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33523 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -6497705.000000 Penalty: 5254.888184 Iteration 25Q: 3 clusters Score -6497705 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33584 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -6497730.000000 Penalty: 5254.888184 Iteration 26Q: 3 clusters Score -6497730 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33635 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -6497726.500000 Penalty: 5254.888184 Iteration 27Q: 3 clusters Score -6497726 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33700 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -6497742.500000 Penalty: 5254.888184 Iteration 28Q: 3 clusters Score -6497742 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33753 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -6497729.000000 Penalty: 5254.888184 Iteration 29Q: 3 clusters Score -6497729 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33798 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -6497742.000000 Penalty: 5254.888184 Iteration 30Q: 3 clusters Score -6497742 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33844 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -6497766.500000 Penalty: 5254.888184 Iteration 31Q: 3 clusters Score -6497766 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33883 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -6497756.500000 Penalty: 5254.888184 Iteration 32Q: 3 clusters Score -6497756 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33921 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -6497758.000000 Penalty: 5254.888184 Iteration 33Q: 3 clusters Score -6497758 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33971 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -6497763.000000 Penalty: 5254.888184 Iteration 34Q: 3 clusters Score -6497763 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34014 members Mstep: Class 2 contains 5902 members Entering Unmasked Estep Score: -6497772.500000 Penalty: 5254.888184 Iteration 35Q: 3 clusters Score -6497772 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34055 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -6497772.500000 Penalty: 5254.888184 Iteration 36Q: 3 clusters Score -6497772 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34094 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -6497759.500000 Penalty: 5254.888184 Iteration 37Q: 3 clusters Score -6497760 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34130 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -6497761.500000 Penalty: 5254.888184 Iteration 38Q: 3 clusters Score -6497762 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34169 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -6497761.500000 Penalty: 5254.888184 Iteration 39Q: 3 clusters Score -6497762 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34207 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -6497758.500000 Penalty: 5254.888184 Iteration 40F: 3 clusters Score -6497758 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34243 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -6497767.500000 Penalty: 5254.888184 Iteration 41Q: 3 clusters Score -6497768 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34285 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -6497770.500000 Penalty: 5254.888184 Iteration 42Q: 3 clusters Score -6497770 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34321 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -6497786.000000 Penalty: 5254.888184 Iteration 43Q: 3 clusters Score -6497786 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34352 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -6497792.000000 Penalty: 5254.888184 Iteration 44Q: 3 clusters Score -6497792 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34383 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -6497791.000000 Penalty: 5254.888184 Iteration 45Q: 3 clusters Score -6497791 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34413 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -6497794.500000 Penalty: 5254.888184 Iteration 46Q: 3 clusters Score -6497794 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34439 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -6497792.500000 Penalty: 5254.888184 Iteration 47Q: 3 clusters Score -6497792 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34464 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -6497800.500000 Penalty: 5254.888184 Iteration 48Q: 3 clusters Score -6497800 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34491 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -6497786.500000 Penalty: 5254.888184 Iteration 49Q: 3 clusters Score -6497786 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34514 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -6497784.000000 Penalty: 5254.888184 Iteration 50Q: 3 clusters Score -6497784 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34537 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -6497781.000000 Penalty: 5254.888184 Iteration 51Q: 3 clusters Score -6497781 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34556 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -6497778.000000 Penalty: 5254.888184 Iteration 52Q: 3 clusters Score -6497778 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34580 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -6497782.500000 Penalty: 5254.888184 Iteration 53Q: 3 clusters Score -6497782 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34595 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -6497791.000000 Penalty: 5254.888184 Iteration 54Q: 3 clusters Score -6497791 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34607 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -6497788.500000 Penalty: 5254.888184 Iteration 55Q: 3 clusters Score -6497788 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34619 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -6497797.000000 Penalty: 5254.888184 Iteration 56Q: 3 clusters Score -6497797 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34632 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -6497800.000000 Penalty: 5254.888184 Iteration 57Q: 3 clusters Score -6497800 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34643 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -6497797.500000 Penalty: 5254.888184 Iteration 58Q: 3 clusters Score -6497798 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34654 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -6497796.000000 Penalty: 5254.888184 Iteration 59Q: 3 clusters Score -6497796 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34664 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -6497785.500000 Penalty: 5254.888184 Iteration 60F: 3 clusters Score -6497786 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34671 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -6497783.000000 Penalty: 5254.888184 Iteration 61Q: 3 clusters Score -6497783 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34676 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -6497791.000000 Penalty: 5254.888184 Iteration 62Q: 3 clusters Score -6497791 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34680 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -6497784.500000 Penalty: 5254.888184 Iteration 63Q: 3 clusters Score -6497784 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34683 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -6497790.500000 Penalty: 5254.888184 Iteration 64Q: 3 clusters Score -6497790 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34684 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -6497793.000000 Penalty: 5254.888184 Iteration 65Q: 3 clusters Score -6497793 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34685 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -6497792.500000 Penalty: 5254.888184 Iteration 66Q: 3 clusters Score -6497792 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34687 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -6497793.500000 Penalty: 5254.888184 Iteration 67Q: 3 clusters Score -6497794 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34689 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -6497792.000000 Penalty: 5254.888184 Iteration 68Q: 3 clusters Score -6497792 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34689 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -6497792.000000 Penalty: 5254.888184 Iteration 69F: 3 clusters Score -6497792 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -100037.718750 Penalty: 1639.786133 Iteration 0F: 2 clusters Score -100037.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -98475.656250 Penalty: 3279.572266 Iteration 0F: 3 clusters Score -98475.66 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -99119.796875 Penalty: 3279.572266 Iteration 1F: 3 clusters Score -99119.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -99782.601562 Penalty: 3279.572266 Iteration 2F: 3 clusters Score -99782.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -100200.429688 Penalty: 3279.572266 Iteration 3F: 3 clusters Score -100200.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -100590.750000 Penalty: 3279.572266 Iteration 4F: 3 clusters Score -100590.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -100701.421875 Penalty: 3279.572266 Iteration 5Q: 3 clusters Score -100701.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -100772.781250 Penalty: 3279.572266 Iteration 6Q: 3 clusters Score -100772.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -100814.492188 Penalty: 3279.572266 Iteration 7Q: 3 clusters Score -100814.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -100844.484375 Penalty: 3279.572266 Iteration 8Q: 3 clusters Score -100844.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -100866.109375 Penalty: 3279.572266 Iteration 9Q: 3 clusters Score -100866.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -100869.179688 Penalty: 3279.572266 Iteration 10Q: 3 clusters Score -100869.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -100878.664062 Penalty: 3279.572266 Iteration 11F: 3 clusters Score -100878.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -100894.960938 Penalty: 3279.572266 Iteration 12Q: 3 clusters Score -100895 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -100900.164062 Penalty: 3279.572266 Iteration 13F: 3 clusters Score -100900.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -100941.859375 Penalty: 3279.572266 Iteration 14Q: 3 clusters Score -100941.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -100962.679688 Penalty: 3279.572266 Iteration 15Q: 3 clusters Score -100962.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -100964.554688 Penalty: 3279.572266 Iteration 16Q: 3 clusters Score -100964.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -100964.554688 Penalty: 3279.572266 Iteration 17F: 3 clusters Score -100964.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 1756 members Mstep: Class 4 contains 4975 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 36639 members Mstep: Class 8 contains 4483 members Mstep: Class 9 contains 38187 members Mstep: Class 10 contains 311 members Mstep: Class 11 contains 389 members Mstep: Class 12 contains 239 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 25301 members Mstep: Class 16 contains 39916 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 38078 members Mstep: Class 20 contains 4816 members Mstep: Class 21 contains 35538 members Mstep: Class 22 contains 192 members Entering Unmasked Estep Score: -37713512.000000 Penalty: 67495.492188 Splitting cluster 17 changes total score from -37692176.000000 to -37713512.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 18 (276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Entering Unmasked Estep Score: -27753.468750 Penalty: 1393.859375 Iteration 0F: 2 clusters Score -27753.47 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 143 members Entering Unmasked Estep Score: -26734.951172 Penalty: 2787.718750 Iteration 0F: 3 clusters Score -26734.95 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -27039.894531 Penalty: 2787.718750 Iteration 1F: 3 clusters Score -27039.89 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -27437.767578 Penalty: 2787.718750 Iteration 2F: 3 clusters Score -27437.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -27504.660156 Penalty: 2787.718750 Iteration 3Q: 3 clusters Score -27504.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -27518.498047 Penalty: 2787.718750 Iteration 4Q: 3 clusters Score -27518.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -27536.707031 Penalty: 2787.718750 Iteration 5Q: 3 clusters Score -27536.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -27543.390625 Penalty: 2787.718750 Iteration 6Q: 3 clusters Score -27543.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -27645.251953 Penalty: 2787.718750 Iteration 7Q: 3 clusters Score -27645.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -27749.996094 Penalty: 2787.718750 Iteration 8Q: 3 clusters Score -27750 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -27757.726562 Penalty: 2787.718750 Iteration 9Q: 3 clusters Score -27757.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -27771.861328 Penalty: 2787.718750 Iteration 10Q: 3 clusters Score -27771.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -27771.861328 Penalty: 2787.718750 Iteration 11F: 3 clusters Score -27771.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 1756 members Mstep: Class 4 contains 4975 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 36639 members Mstep: Class 8 contains 4483 members Mstep: Class 9 contains 38187 members Mstep: Class 10 contains 311 members Mstep: Class 11 contains 389 members Mstep: Class 12 contains 239 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 25301 members Mstep: Class 16 contains 39916 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 173 members Mstep: Class 19 contains 38078 members Mstep: Class 20 contains 4816 members Mstep: Class 21 contains 35538 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 103 members Entering Unmasked Estep Score: -37711864.000000 Penalty: 70563.476562 Splitting cluster 18 changes total score from -37692176.000000 to -37711864.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 19 (38078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38078 members Entering Unmasked Estep Score: -6061929.500000 Penalty: 2615.753174 Iteration 0F: 2 clusters Score -6061930 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19067 members Mstep: Class 2 contains 19011 members Entering Unmasked Estep Score: -6036140.000000 Penalty: 5231.506348 Iteration 0F: 3 clusters Score -6036140 nChanged 17442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19091 members Mstep: Class 2 contains 18987 members Entering Unmasked Estep Score: -6045758.500000 Penalty: 5231.506348 Iteration 1F: 3 clusters Score -6045758 nChanged 2238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19293 members Mstep: Class 2 contains 18785 members Entering Unmasked Estep Score: -6047313.000000 Penalty: 5231.506348 Iteration 2F: 3 clusters Score -6047313 nChanged 2948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19767 members Mstep: Class 2 contains 18311 members Entering Unmasked Estep Score: -6050786.000000 Penalty: 5231.506348 Iteration 3F: 3 clusters Score -6050786 nChanged 4051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21060 members Mstep: Class 2 contains 17018 members Entering Unmasked Estep Score: -6058127.500000 Penalty: 5231.506348 Iteration 4F: 3 clusters Score -6058128 nChanged 4767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23505 members Mstep: Class 2 contains 14573 members Entering Unmasked Estep Score: -6065578.000000 Penalty: 5231.506348 Iteration 5F: 3 clusters Score -6065578 nChanged 3402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25449 members Mstep: Class 2 contains 12629 members Entering Unmasked Estep Score: -6068974.500000 Penalty: 5231.506348 Iteration 6F: 3 clusters Score -6068974 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26377 members Mstep: Class 2 contains 11701 members Entering Unmasked Estep Score: -6070280.500000 Penalty: 5231.506348 Iteration 7Q: 3 clusters Score -6070280 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26882 members Mstep: Class 2 contains 11196 members Entering Unmasked Estep Score: -6070909.000000 Penalty: 5231.506348 Iteration 8Q: 3 clusters Score -6070909 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27211 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -6071231.000000 Penalty: 5231.506348 Iteration 9Q: 3 clusters Score -6071231 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27465 members Mstep: Class 2 contains 10613 members Entering Unmasked Estep Score: -6071399.000000 Penalty: 5231.506348 Iteration 10Q: 3 clusters Score -6071399 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27704 members Mstep: Class 2 contains 10374 members Entering Unmasked Estep Score: -6071489.000000 Penalty: 5231.506348 Iteration 11Q: 3 clusters Score -6071489 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27900 members Mstep: Class 2 contains 10178 members Entering Unmasked Estep Score: -6071560.500000 Penalty: 5231.506348 Iteration 12Q: 3 clusters Score -6071560 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28069 members Mstep: Class 2 contains 10009 members Entering Unmasked Estep Score: -6071578.500000 Penalty: 5231.506348 Iteration 13Q: 3 clusters Score -6071578 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28225 members Mstep: Class 2 contains 9853 members Entering Unmasked Estep Score: -6071614.000000 Penalty: 5231.506348 Iteration 14Q: 3 clusters Score -6071614 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28375 members Mstep: Class 2 contains 9703 members Entering Unmasked Estep Score: -6071655.000000 Penalty: 5231.506348 Iteration 15Q: 3 clusters Score -6071655 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28525 members Mstep: Class 2 contains 9553 members Entering Unmasked Estep Score: -6071696.500000 Penalty: 5231.506348 Iteration 16Q: 3 clusters Score -6071696 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28660 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -6071727.500000 Penalty: 5231.506348 Iteration 17Q: 3 clusters Score -6071728 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28778 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -6071764.000000 Penalty: 5231.506348 Iteration 18Q: 3 clusters Score -6071764 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28889 members Mstep: Class 2 contains 9189 members Entering Unmasked Estep Score: -6071795.000000 Penalty: 5231.506348 Iteration 19Q: 3 clusters Score -6071795 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28978 members Mstep: Class 2 contains 9100 members Entering Unmasked Estep Score: -6071823.000000 Penalty: 5231.506348 Iteration 20F: 3 clusters Score -6071823 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29073 members Mstep: Class 2 contains 9005 members Entering Unmasked Estep Score: -6071861.000000 Penalty: 5231.506348 Iteration 21Q: 3 clusters Score -6071861 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29152 members Mstep: Class 2 contains 8926 members Entering Unmasked Estep Score: -6071875.000000 Penalty: 5231.506348 Iteration 22Q: 3 clusters Score -6071875 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29222 members Mstep: Class 2 contains 8856 members Entering Unmasked Estep Score: -6071894.500000 Penalty: 5231.506348 Iteration 23Q: 3 clusters Score -6071894 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29279 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -6071912.500000 Penalty: 5231.506348 Iteration 24Q: 3 clusters Score -6071912 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29327 members Mstep: Class 2 contains 8751 members Entering Unmasked Estep Score: -6071903.000000 Penalty: 5231.506348 Iteration 25Q: 3 clusters Score -6071903 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29377 members Mstep: Class 2 contains 8701 members Entering Unmasked Estep Score: -6071921.000000 Penalty: 5231.506348 Iteration 26Q: 3 clusters Score -6071921 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29416 members Mstep: Class 2 contains 8662 members Entering Unmasked Estep Score: -6071920.000000 Penalty: 5231.506348 Iteration 27Q: 3 clusters Score -6071920 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29451 members Mstep: Class 2 contains 8627 members Entering Unmasked Estep Score: -6071921.500000 Penalty: 5231.506348 Iteration 28Q: 3 clusters Score -6071922 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29477 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -6071937.000000 Penalty: 5231.506348 Iteration 29Q: 3 clusters Score -6071937 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29499 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -6071947.500000 Penalty: 5231.506348 Iteration 30Q: 3 clusters Score -6071948 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29512 members Mstep: Class 2 contains 8566 members Entering Unmasked Estep Score: -6071949.000000 Penalty: 5231.506348 Iteration 31Q: 3 clusters Score -6071949 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29519 members Mstep: Class 2 contains 8559 members Entering Unmasked Estep Score: -6071961.500000 Penalty: 5231.506348 Iteration 32Q: 3 clusters Score -6071962 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29523 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -6071959.000000 Penalty: 5231.506348 Iteration 33Q: 3 clusters Score -6071959 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29524 members Mstep: Class 2 contains 8554 members Entering Unmasked Estep Score: -6071957.500000 Penalty: 5231.506348 Iteration 34Q: 3 clusters Score -6071958 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29525 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -6071957.500000 Penalty: 5231.506348 Iteration 35Q: 3 clusters Score -6071958 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29525 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -6071957.500000 Penalty: 5231.506348 Iteration 36F: 3 clusters Score -6071958 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 1756 members Mstep: Class 4 contains 4975 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 36639 members Mstep: Class 8 contains 4483 members Mstep: Class 9 contains 38187 members Mstep: Class 10 contains 311 members Mstep: Class 11 contains 389 members Mstep: Class 12 contains 239 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 25301 members Mstep: Class 16 contains 39916 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 173 members Mstep: Class 19 contains 29525 members Mstep: Class 20 contains 4816 members Mstep: Class 21 contains 35538 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 103 members Mstep: Class 24 contains 8553 members Entering Unmasked Estep Score: -37721232.000000 Penalty: 73631.453125 Splitting cluster 19 changes total score from -37692176.000000 to -37721232.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 20 (4816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Entering Unmasked Estep Score: -787950.625000 Penalty: 2102.965332 Iteration 0F: 2 clusters Score -787950.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -783615.125000 Penalty: 4205.930664 Iteration 0F: 3 clusters Score -783615.1 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -784681.500000 Penalty: 4205.930664 Iteration 1F: 3 clusters Score -784681.5 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -785075.937500 Penalty: 4205.930664 Iteration 2F: 3 clusters Score -785075.9 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -785370.437500 Penalty: 4205.930664 Iteration 3F: 3 clusters Score -785370.4 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -785635.250000 Penalty: 4205.930664 Iteration 4F: 3 clusters Score -785635.2 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -785914.437500 Penalty: 4205.930664 Iteration 5F: 3 clusters Score -785914.4 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -786173.000000 Penalty: 4205.930664 Iteration 6Q: 3 clusters Score -786173 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -786412.687500 Penalty: 4205.930664 Iteration 7F: 3 clusters Score -786412.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -786549.375000 Penalty: 4205.930664 Iteration 8Q: 3 clusters Score -786549.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -786633.625000 Penalty: 4205.930664 Iteration 9Q: 3 clusters Score -786633.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -786684.562500 Penalty: 4205.930664 Iteration 10Q: 3 clusters Score -786684.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -786719.250000 Penalty: 4205.930664 Iteration 11Q: 3 clusters Score -786719.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -786755.062500 Penalty: 4205.930664 Iteration 12Q: 3 clusters Score -786755.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -786777.062500 Penalty: 4205.930664 Iteration 13Q: 3 clusters Score -786777.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -786789.312500 Penalty: 4205.930664 Iteration 14Q: 3 clusters Score -786789.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -786798.562500 Penalty: 4205.930664 Iteration 15Q: 3 clusters Score -786798.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -786805.500000 Penalty: 4205.930664 Iteration 16Q: 3 clusters Score -786805.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -786809.562500 Penalty: 4205.930664 Iteration 17Q: 3 clusters Score -786809.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -786816.687500 Penalty: 4205.930664 Iteration 18Q: 3 clusters Score -786816.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -786819.000000 Penalty: 4205.930664 Iteration 19Q: 3 clusters Score -786819 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -786819.812500 Penalty: 4205.930664 Iteration 20F: 3 clusters Score -786819.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -786821.625000 Penalty: 4205.930664 Iteration 21Q: 3 clusters Score -786821.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -786822.125000 Penalty: 4205.930664 Iteration 22Q: 3 clusters Score -786822.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -786821.500000 Penalty: 4205.930664 Iteration 23Q: 3 clusters Score -786821.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -786824.062500 Penalty: 4205.930664 Iteration 24Q: 3 clusters Score -786824.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -786825.500000 Penalty: 4205.930664 Iteration 25Q: 3 clusters Score -786825.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -786826.375000 Penalty: 4205.930664 Iteration 26Q: 3 clusters Score -786826.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -786827.687500 Penalty: 4205.930664 Iteration 27Q: 3 clusters Score -786827.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -786827.687500 Penalty: 4205.930664 Iteration 28F: 3 clusters Score -786827.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 161 members Mstep: Class 3 contains 1756 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 36639 members Mstep: Class 8 contains 4483 members Mstep: Class 12 contains 239 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 25301 members Mstep: Class 16 contains 39916 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 173 members Mstep: Class 19 contains 29525 members Mstep: Class 20 contains 4816 members Entering Unmasked Estep ConsiderDeletion Score: -37726620.000000 Penalty: 73631.453125 Iteration 39Q: 25 clusters Score -3.772662e+07 nChanged 7536 Entering Unmasked Mstep Mstep: Class 0 contains 233 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 1983 members Mstep: Class 4 contains 4872 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1021 members Mstep: Class 7 contains 37898 members Mstep: Class 8 contains 4335 members Mstep: Class 9 contains 37272 members Mstep: Class 10 contains 333 members Mstep: Class 11 contains 329 members Mstep: Class 12 contains 236 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 798 members Mstep: Class 15 contains 25312 members Mstep: Class 16 contains 39421 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 178 members Mstep: Class 19 contains 30820 members Mstep: Class 20 contains 4729 members Mstep: Class 21 contains 34634 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 107 members Mstep: Class 24 contains 8501 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 3015.680420 but Gain 3067.976562 Score: -37731364.000000 Penalty: 70563.476562 Iteration 40F: 24 clusters Score -3.773136e+07 nChanged 7095 Entering Unmasked Mstep Mstep: Class 0 contains 233 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2111 members Mstep: Class 4 contains 5362 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1062 members Mstep: Class 7 contains 38502 members Mstep: Class 8 contains 4227 members Mstep: Class 9 contains 37303 members Mstep: Class 10 contains 337 members Mstep: Class 11 contains 327 members Mstep: Class 12 contains 236 members Mstep: Class 13 contains 434 members Mstep: Class 14 contains 721 members Mstep: Class 15 contains 24413 members Mstep: Class 16 contains 37904 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 30490 members Mstep: Class 20 contains 4623 members Mstep: Class 21 contains 36065 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 252 members Mstep: Class 24 contains 8846 members Entering Unmasked Estep ConsiderDeletion Score: -37734448.000000 Penalty: 70563.476562 Iteration 41Q: 24 clusters Score -3.773445e+07 nChanged 3562 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2144 members Mstep: Class 4 contains 5622 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1099 members Mstep: Class 7 contains 39028 members Mstep: Class 8 contains 4175 members Mstep: Class 9 contains 37268 members Mstep: Class 10 contains 334 members Mstep: Class 11 contains 311 members Mstep: Class 12 contains 236 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 23707 members Mstep: Class 16 contains 37056 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 30302 members Mstep: Class 20 contains 4563 members Mstep: Class 21 contains 36885 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 253 members Mstep: Class 24 contains 9105 members Entering Unmasked Estep ConsiderDeletion Score: -37735432.000000 Penalty: 70563.476562 Iteration 42Q: 24 clusters Score -3.773543e+07 nChanged 2523 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2157 members Mstep: Class 4 contains 5795 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1121 members Mstep: Class 7 contains 39480 members Mstep: Class 8 contains 4146 members Mstep: Class 9 contains 37282 members Mstep: Class 10 contains 335 members Mstep: Class 11 contains 302 members Mstep: Class 12 contains 234 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 683 members Mstep: Class 15 contains 23084 members Mstep: Class 16 contains 36459 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 30119 members Mstep: Class 20 contains 4537 members Mstep: Class 21 contains 37488 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 248 members Mstep: Class 24 contains 9317 members Entering Unmasked Estep ConsiderDeletion Score: -37736064.000000 Penalty: 70563.476562 Iteration 43Q: 24 clusters Score -3.773606e+07 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 5904 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1137 members Mstep: Class 7 contains 39918 members Mstep: Class 8 contains 4131 members Mstep: Class 9 contains 37309 members Mstep: Class 10 contains 331 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 233 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 669 members Mstep: Class 15 contains 22527 members Mstep: Class 16 contains 36001 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29950 members Mstep: Class 20 contains 4519 members Mstep: Class 21 contains 37966 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 247 members Mstep: Class 24 contains 9480 members Entering Unmasked Estep ConsiderDeletion Score: -37736512.000000 Penalty: 70563.476562 Iteration 44Q: 24 clusters Score -3.773651e+07 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2185 members Mstep: Class 4 contains 5975 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1145 members Mstep: Class 7 contains 40316 members Mstep: Class 8 contains 4116 members Mstep: Class 9 contains 37316 members Mstep: Class 10 contains 326 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 233 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 656 members Mstep: Class 15 contains 22005 members Mstep: Class 16 contains 35648 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29820 members Mstep: Class 20 contains 4505 members Mstep: Class 21 contains 38377 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 9632 members Entering Unmasked Estep ConsiderDeletion Score: -37736756.000000 Penalty: 70563.476562 Iteration 45Q: 24 clusters Score -3.773676e+07 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2191 members Mstep: Class 4 contains 6031 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1151 members Mstep: Class 7 contains 40662 members Mstep: Class 8 contains 4104 members Mstep: Class 9 contains 37329 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 287 members Mstep: Class 12 contains 236 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 645 members Mstep: Class 15 contains 21527 members Mstep: Class 16 contains 35360 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29704 members Mstep: Class 20 contains 4496 members Mstep: Class 21 contains 38721 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 9778 members Entering Unmasked Estep ConsiderDeletion Score: -37736992.000000 Penalty: 70563.476562 Iteration 46Q: 24 clusters Score -3.773699e+07 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2193 members Mstep: Class 4 contains 6084 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1155 members Mstep: Class 7 contains 41024 members Mstep: Class 8 contains 4095 members Mstep: Class 9 contains 37318 members Mstep: Class 10 contains 315 members Mstep: Class 11 contains 282 members Mstep: Class 12 contains 241 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 640 members Mstep: Class 15 contains 21081 members Mstep: Class 16 contains 35089 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29607 members Mstep: Class 20 contains 4487 members Mstep: Class 21 contains 39044 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 9888 members Entering Unmasked Estep ConsiderDeletion Score: -37737476.000000 Penalty: 70563.476562 Iteration 47Q: 24 clusters Score -3.773748e+07 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2197 members Mstep: Class 4 contains 6119 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1161 members Mstep: Class 7 contains 41380 members Mstep: Class 8 contains 4084 members Mstep: Class 9 contains 37299 members Mstep: Class 10 contains 311 members Mstep: Class 11 contains 280 members Mstep: Class 12 contains 247 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 633 members Mstep: Class 15 contains 20682 members Mstep: Class 16 contains 34876 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29540 members Mstep: Class 20 contains 4483 members Mstep: Class 21 contains 39282 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 9969 members Entering Unmasked Estep ConsiderDeletion Score: -37737644.000000 Penalty: 70563.476562 Iteration 48Q: 24 clusters Score -3.773764e+07 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2197 members Mstep: Class 4 contains 6143 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1165 members Mstep: Class 7 contains 41704 members Mstep: Class 8 contains 4081 members Mstep: Class 9 contains 37272 members Mstep: Class 10 contains 311 members Mstep: Class 11 contains 278 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 626 members Mstep: Class 15 contains 20312 members Mstep: Class 16 contains 34698 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29486 members Mstep: Class 20 contains 4477 members Mstep: Class 21 contains 39491 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 10050 members Entering Unmasked Estep ConsiderDeletion Score: -37737804.000000 Penalty: 70563.476562 Iteration 49Q: 24 clusters Score -3.77378e+07 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 6153 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1173 members Mstep: Class 7 contains 42015 members Mstep: Class 8 contains 4078 members Mstep: Class 9 contains 37276 members Mstep: Class 10 contains 316 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 622 members Mstep: Class 15 contains 19961 members Mstep: Class 16 contains 34539 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29416 members Mstep: Class 20 contains 4474 members Mstep: Class 21 contains 39681 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 10111 members Entering Unmasked Estep ConsiderDeletion Score: -37737840.000000 Penalty: 70563.476562 Iteration 50Q: 24 clusters Score -3.773784e+07 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2200 members Mstep: Class 4 contains 6163 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1177 members Mstep: Class 7 contains 42347 members Mstep: Class 8 contains 4072 members Mstep: Class 9 contains 37279 members Mstep: Class 10 contains 316 members Mstep: Class 11 contains 276 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 619 members Mstep: Class 15 contains 19589 members Mstep: Class 16 contains 34397 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29380 members Mstep: Class 20 contains 4469 members Mstep: Class 21 contains 39834 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 10174 members Entering Unmasked Estep ConsiderDeletion Score: -37738112.000000 Penalty: 70563.476562 Iteration 51Q: 24 clusters Score -3.773811e+07 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2201 members Mstep: Class 4 contains 6173 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1180 members Mstep: Class 7 contains 42634 members Mstep: Class 8 contains 4065 members Mstep: Class 9 contains 37321 members Mstep: Class 10 contains 317 members Mstep: Class 11 contains 276 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 618 members Mstep: Class 15 contains 19231 members Mstep: Class 16 contains 34289 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29336 members Mstep: Class 20 contains 4465 members Mstep: Class 21 contains 39958 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 10228 members Entering Unmasked Estep ConsiderDeletion Score: -37738216.000000 Penalty: 70563.476562 Iteration 52Q: 24 clusters Score -3.773822e+07 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2200 members Mstep: Class 4 contains 6185 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1184 members Mstep: Class 7 contains 42865 members Mstep: Class 8 contains 4062 members Mstep: Class 9 contains 37363 members Mstep: Class 10 contains 316 members Mstep: Class 11 contains 276 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 617 members Mstep: Class 15 contains 18913 members Mstep: Class 16 contains 34198 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29288 members Mstep: Class 20 contains 4462 members Mstep: Class 21 contains 40076 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 10286 members Entering Unmasked Estep ConsiderDeletion Score: -37738272.000000 Penalty: 70563.476562 Iteration 53Q: 24 clusters Score -3.773827e+07 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2202 members Mstep: Class 4 contains 6191 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1187 members Mstep: Class 7 contains 43089 members Mstep: Class 8 contains 4061 members Mstep: Class 9 contains 37400 members Mstep: Class 10 contains 318 members Mstep: Class 11 contains 276 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 615 members Mstep: Class 15 contains 18617 members Mstep: Class 16 contains 34119 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29254 members Mstep: Class 20 contains 4460 members Mstep: Class 21 contains 40165 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 10337 members Entering Unmasked Estep ConsiderDeletion Score: -37738284.000000 Penalty: 70563.476562 Iteration 54Q: 24 clusters Score -3.773828e+07 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2202 members Mstep: Class 4 contains 6202 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1187 members Mstep: Class 7 contains 43299 members Mstep: Class 8 contains 4056 members Mstep: Class 9 contains 37434 members Mstep: Class 10 contains 317 members Mstep: Class 11 contains 276 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 614 members Mstep: Class 15 contains 18340 members Mstep: Class 16 contains 34050 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29227 members Mstep: Class 20 contains 4457 members Mstep: Class 21 contains 40254 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 10376 members Entering Unmasked Estep ConsiderDeletion Score: -37738384.000000 Penalty: 70563.476562 Iteration 55Q: 24 clusters Score -3.773838e+07 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2202 members Mstep: Class 4 contains 6210 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1189 members Mstep: Class 7 contains 43489 members Mstep: Class 8 contains 4056 members Mstep: Class 9 contains 37509 members Mstep: Class 10 contains 317 members Mstep: Class 11 contains 276 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 612 members Mstep: Class 15 contains 18046 members Mstep: Class 16 contains 34007 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29180 members Mstep: Class 20 contains 4452 members Mstep: Class 21 contains 40332 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 10414 members Entering Unmasked Estep ConsiderDeletion Score: -37738512.000000 Penalty: 70563.476562 Iteration 56Q: 24 clusters Score -3.773851e+07 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 6222 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1191 members Mstep: Class 7 contains 43654 members Mstep: Class 8 contains 4057 members Mstep: Class 9 contains 37595 members Mstep: Class 10 contains 316 members Mstep: Class 11 contains 276 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 611 members Mstep: Class 15 contains 17782 members Mstep: Class 16 contains 33961 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29126 members Mstep: Class 20 contains 4446 members Mstep: Class 21 contains 40397 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 10458 members Entering Unmasked Estep ConsiderDeletion Score: -37738564.000000 Penalty: 70563.476562 Iteration 57Q: 24 clusters Score -3.773856e+07 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 6232 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 43811 members Mstep: Class 8 contains 4057 members Mstep: Class 9 contains 37688 members Mstep: Class 10 contains 315 members Mstep: Class 11 contains 276 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 611 members Mstep: Class 15 contains 17512 members Mstep: Class 16 contains 33912 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29089 members Mstep: Class 20 contains 4441 members Mstep: Class 21 contains 40439 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 10515 members Entering Unmasked Estep ConsiderDeletion Score: -37738648.000000 Penalty: 70563.476562 Iteration 58Q: 24 clusters Score -3.773865e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2196 members Mstep: Class 4 contains 6240 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 43963 members Mstep: Class 8 contains 4054 members Mstep: Class 9 contains 37793 members Mstep: Class 10 contains 316 members Mstep: Class 11 contains 276 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 611 members Mstep: Class 15 contains 17245 members Mstep: Class 16 contains 33874 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29053 members Mstep: Class 20 contains 4437 members Mstep: Class 21 contains 40477 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 10564 members Entering Unmasked Estep ConsiderDeletion Score: -37738712.000000 Penalty: 70563.476562 Iteration 59Q: 24 clusters Score -3.773871e+07 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2194 members Mstep: Class 4 contains 6248 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1195 members Mstep: Class 7 contains 44114 members Mstep: Class 8 contains 4052 members Mstep: Class 9 contains 37896 members Mstep: Class 10 contains 316 members Mstep: Class 11 contains 276 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 610 members Mstep: Class 15 contains 16995 members Mstep: Class 16 contains 33846 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 29022 members Mstep: Class 20 contains 4434 members Mstep: Class 21 contains 40470 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 244 members Mstep: Class 24 contains 10624 members Entering Unmasked Estep ConsiderDeletion Score: -37738940.000000 Penalty: 70563.476562 Iteration 60F: 24 clusters Score -3.773894e+07 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2193 members Mstep: Class 4 contains 6251 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1197 members Mstep: Class 7 contains 44231 members Mstep: Class 8 contains 4049 members Mstep: Class 9 contains 38004 members Mstep: Class 10 contains 315 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 609 members Mstep: Class 15 contains 16778 members Mstep: Class 16 contains 33821 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28995 members Mstep: Class 20 contains 4433 members Mstep: Class 21 contains 40467 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 241 members Mstep: Class 24 contains 10673 members Entering Unmasked Estep ConsiderDeletion Score: -37739108.000000 Penalty: 70563.476562 Iteration 61Q: 24 clusters Score -3.773911e+07 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2193 members Mstep: Class 4 contains 6255 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1201 members Mstep: Class 7 contains 44352 members Mstep: Class 8 contains 4047 members Mstep: Class 9 contains 38094 members Mstep: Class 10 contains 311 members Mstep: Class 11 contains 282 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 608 members Mstep: Class 15 contains 16557 members Mstep: Class 16 contains 33801 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28960 members Mstep: Class 20 contains 4432 members Mstep: Class 21 contains 40479 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 240 members Mstep: Class 24 contains 10726 members Entering Unmasked Estep ConsiderDeletion Score: -37739196.000000 Penalty: 70563.476562 Iteration 62Q: 24 clusters Score -3.77392e+07 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2193 members Mstep: Class 4 contains 6261 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1204 members Mstep: Class 7 contains 44467 members Mstep: Class 8 contains 4046 members Mstep: Class 9 contains 38184 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 284 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 606 members Mstep: Class 15 contains 16338 members Mstep: Class 16 contains 33780 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28935 members Mstep: Class 20 contains 4428 members Mstep: Class 21 contains 40491 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 238 members Mstep: Class 24 contains 10775 members Entering Unmasked Estep ConsiderDeletion Score: -37739244.000000 Penalty: 70563.476562 Iteration 63Q: 24 clusters Score -3.773924e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2195 members Mstep: Class 4 contains 6264 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1204 members Mstep: Class 7 contains 44584 members Mstep: Class 8 contains 4041 members Mstep: Class 9 contains 38267 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 284 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 605 members Mstep: Class 15 contains 16122 members Mstep: Class 16 contains 33760 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28914 members Mstep: Class 20 contains 4428 members Mstep: Class 21 contains 40497 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 237 members Mstep: Class 24 contains 10827 members Entering Unmasked Estep ConsiderDeletion Score: -37739316.000000 Penalty: 70563.476562 Iteration 64Q: 24 clusters Score -3.773932e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2196 members Mstep: Class 4 contains 6264 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1204 members Mstep: Class 7 contains 44683 members Mstep: Class 8 contains 4039 members Mstep: Class 9 contains 38355 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 284 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 604 members Mstep: Class 15 contains 15925 members Mstep: Class 16 contains 33732 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28893 members Mstep: Class 20 contains 4427 members Mstep: Class 21 contains 40514 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 237 members Mstep: Class 24 contains 10872 members Entering Unmasked Estep ConsiderDeletion Score: -37739400.000000 Penalty: 70563.476562 Iteration 65Q: 24 clusters Score -3.77394e+07 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2196 members Mstep: Class 4 contains 6266 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1204 members Mstep: Class 7 contains 44762 members Mstep: Class 8 contains 4039 members Mstep: Class 9 contains 38450 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 284 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 603 members Mstep: Class 15 contains 15741 members Mstep: Class 16 contains 33716 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28871 members Mstep: Class 20 contains 4427 members Mstep: Class 21 contains 40528 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 237 members Mstep: Class 24 contains 10905 members Entering Unmasked Estep ConsiderDeletion Score: -37739436.000000 Penalty: 70563.476562 Iteration 66Q: 24 clusters Score -3.773944e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2193 members Mstep: Class 4 contains 6268 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1204 members Mstep: Class 7 contains 44847 members Mstep: Class 8 contains 4038 members Mstep: Class 9 contains 38545 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 284 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 603 members Mstep: Class 15 contains 15556 members Mstep: Class 16 contains 33702 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28843 members Mstep: Class 20 contains 4427 members Mstep: Class 21 contains 40539 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 237 members Mstep: Class 24 contains 10943 members Entering Unmasked Estep ConsiderDeletion Score: -37739416.000000 Penalty: 70563.476562 Iteration 67Q: 24 clusters Score -3.773942e+07 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2192 members Mstep: Class 4 contains 6266 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1204 members Mstep: Class 7 contains 44931 members Mstep: Class 8 contains 4037 members Mstep: Class 9 contains 38647 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 284 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 602 members Mstep: Class 15 contains 15368 members Mstep: Class 16 contains 33686 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28822 members Mstep: Class 20 contains 4427 members Mstep: Class 21 contains 40550 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 237 members Mstep: Class 24 contains 10976 members Entering Unmasked Estep ConsiderDeletion Score: -37739444.000000 Penalty: 70563.476562 Iteration 68Q: 24 clusters Score -3.773944e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2190 members Mstep: Class 4 contains 6271 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1204 members Mstep: Class 7 contains 45020 members Mstep: Class 8 contains 4035 members Mstep: Class 9 contains 38732 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 283 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 602 members Mstep: Class 15 contains 15192 members Mstep: Class 16 contains 33666 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28797 members Mstep: Class 20 contains 4426 members Mstep: Class 21 contains 40566 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 237 members Mstep: Class 24 contains 11008 members Entering Unmasked Estep ConsiderDeletion Score: -37739452.000000 Penalty: 70563.476562 Iteration 69Q: 24 clusters Score -3.773945e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2189 members Mstep: Class 4 contains 6272 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1203 members Mstep: Class 7 contains 45110 members Mstep: Class 8 contains 4036 members Mstep: Class 9 contains 38801 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 284 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 601 members Mstep: Class 15 contains 15042 members Mstep: Class 16 contains 33649 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28784 members Mstep: Class 20 contains 4424 members Mstep: Class 21 contains 40565 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11033 members Entering Unmasked Estep ConsiderDeletion Score: -37739536.000000 Penalty: 70563.476562 Iteration 70Q: 24 clusters Score -3.773954e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2189 members Mstep: Class 4 contains 6274 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1203 members Mstep: Class 7 contains 45211 members Mstep: Class 8 contains 4035 members Mstep: Class 9 contains 38867 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 14874 members Mstep: Class 16 contains 33636 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28772 members Mstep: Class 20 contains 4423 members Mstep: Class 21 contains 40573 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11052 members Entering Unmasked Estep ConsiderDeletion Score: -37739480.000000 Penalty: 70563.476562 Iteration 71Q: 24 clusters Score -3.773948e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2189 members Mstep: Class 4 contains 6274 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1203 members Mstep: Class 7 contains 45292 members Mstep: Class 8 contains 4036 members Mstep: Class 9 contains 38936 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 14724 members Mstep: Class 16 contains 33621 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28752 members Mstep: Class 20 contains 4422 members Mstep: Class 21 contains 40591 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11069 members Entering Unmasked Estep ConsiderDeletion Score: -37739460.000000 Penalty: 70563.476562 Iteration 72Q: 24 clusters Score -3.773946e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2189 members Mstep: Class 4 contains 6274 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1203 members Mstep: Class 7 contains 45376 members Mstep: Class 8 contains 4036 members Mstep: Class 9 contains 38995 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 14567 members Mstep: Class 16 contains 33602 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28738 members Mstep: Class 20 contains 4420 members Mstep: Class 21 contains 40612 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11097 members Entering Unmasked Estep ConsiderDeletion Score: -37739504.000000 Penalty: 70563.476562 Iteration 73Q: 24 clusters Score -3.77395e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2187 members Mstep: Class 4 contains 6274 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1203 members Mstep: Class 7 contains 45446 members Mstep: Class 8 contains 4037 members Mstep: Class 9 contains 39068 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 14415 members Mstep: Class 16 contains 33593 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28722 members Mstep: Class 20 contains 4419 members Mstep: Class 21 contains 40623 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11122 members Entering Unmasked Estep ConsiderDeletion Score: -37739492.000000 Penalty: 70563.476562 Iteration 74Q: 24 clusters Score -3.773949e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2186 members Mstep: Class 4 contains 6276 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1203 members Mstep: Class 7 contains 45517 members Mstep: Class 8 contains 4037 members Mstep: Class 9 contains 39163 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 14235 members Mstep: Class 16 contains 33584 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28706 members Mstep: Class 20 contains 4419 members Mstep: Class 21 contains 40641 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11142 members Entering Unmasked Estep ConsiderDeletion Score: -37739640.000000 Penalty: 70563.476562 Iteration 75Q: 24 clusters Score -3.773964e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2183 members Mstep: Class 4 contains 6278 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1202 members Mstep: Class 7 contains 45567 members Mstep: Class 8 contains 4037 members Mstep: Class 9 contains 39259 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 14080 members Mstep: Class 16 contains 33579 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28696 members Mstep: Class 20 contains 4418 members Mstep: Class 21 contains 40650 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11160 members Entering Unmasked Estep ConsiderDeletion Score: -37739592.000000 Penalty: 70563.476562 Iteration 76Q: 24 clusters Score -3.773959e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2183 members Mstep: Class 4 contains 6277 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1202 members Mstep: Class 7 contains 45635 members Mstep: Class 8 contains 4037 members Mstep: Class 9 contains 39342 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 13913 members Mstep: Class 16 contains 33568 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28689 members Mstep: Class 20 contains 4417 members Mstep: Class 21 contains 40670 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11176 members Entering Unmasked Estep ConsiderDeletion Score: -37739576.000000 Penalty: 70563.476562 Iteration 77Q: 24 clusters Score -3.773958e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2183 members Mstep: Class 4 contains 6276 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 1202 members Mstep: Class 7 contains 45689 members Mstep: Class 8 contains 4038 members Mstep: Class 9 contains 39407 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 13772 members Mstep: Class 16 contains 33552 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28676 members Mstep: Class 20 contains 4417 members Mstep: Class 21 contains 40693 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11204 members Entering Unmasked Estep ConsiderDeletion Score: -37739500.000000 Penalty: 70563.476562 Iteration 78Q: 24 clusters Score -3.77395e+07 nChanged 279 Entering ConstructFrom: Score: -37739500.000000 Penalty: 70563.476562 Entering ConstructFrom: Trying to split cluster 1 (512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Entering Unmasked Estep Score: -73495.046875 Penalty: 1547.104492 Iteration 0F: 2 clusters Score -73495.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -72133.960938 Penalty: 3094.208984 Iteration 0F: 3 clusters Score -72133.96 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -72386.296875 Penalty: 3094.208984 Iteration 1F: 3 clusters Score -72386.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -72513.281250 Penalty: 3094.208984 Iteration 2F: 3 clusters Score -72513.28 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -72588.343750 Penalty: 3094.208984 Iteration 3Q: 3 clusters Score -72588.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -72666.421875 Penalty: 3094.208984 Iteration 4Q: 3 clusters Score -72666.42 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -72765.203125 Penalty: 3094.208984 Iteration 5Q: 3 clusters Score -72765.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -72791.031250 Penalty: 3094.208984 Iteration 6Q: 3 clusters Score -72791.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -72800.132812 Penalty: 3094.208984 Iteration 7Q: 3 clusters Score -72800.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -72814.562500 Penalty: 3094.208984 Iteration 8Q: 3 clusters Score -72814.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -72818.765625 Penalty: 3094.208984 Iteration 9Q: 3 clusters Score -72818.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -72818.765625 Penalty: 3094.208984 Iteration 10F: 3 clusters Score -72818.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Entering Unmasked Estep Score: -20925.148438 Penalty: 1258.643066 Iteration 0F: 2 clusters Score -20925.15 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 83 members Entering Unmasked Estep Score: -19914.146484 Penalty: 2517.286133 Iteration 0F: 3 clusters Score -19914.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -19967.410156 Penalty: 2517.286133 Iteration 1F: 3 clusters Score -19967.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -19975.246094 Penalty: 2517.286133 Iteration 2Q: 3 clusters Score -19975.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -19975.246094 Penalty: 2517.286133 Iteration 3F: 3 clusters Score -19975.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Entering Unmasked Estep Score: -327839.906250 Penalty: 1906.736938 Iteration 0F: 2 clusters Score -327839.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -325154.750000 Penalty: 3813.473877 Iteration 0F: 3 clusters Score -325154.8 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -325947.375000 Penalty: 3813.473877 Iteration 1F: 3 clusters Score -325947.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -326209.906250 Penalty: 3813.473877 Iteration 2F: 3 clusters Score -326209.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -326345.343750 Penalty: 3813.473877 Iteration 3F: 3 clusters Score -326345.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -326436.750000 Penalty: 3813.473877 Iteration 4Q: 3 clusters Score -326436.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -326525.218750 Penalty: 3813.473877 Iteration 5Q: 3 clusters Score -326525.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -326630.937500 Penalty: 3813.473877 Iteration 6Q: 3 clusters Score -326630.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -326706.000000 Penalty: 3813.473877 Iteration 7Q: 3 clusters Score -326706 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -326755.968750 Penalty: 3813.473877 Iteration 8Q: 3 clusters Score -326756 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -326818.093750 Penalty: 3813.473877 Iteration 9Q: 3 clusters Score -326818.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -326877.562500 Penalty: 3813.473877 Iteration 10Q: 3 clusters Score -326877.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -326922.218750 Penalty: 3813.473877 Iteration 11Q: 3 clusters Score -326922.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -326960.343750 Penalty: 3813.473877 Iteration 12Q: 3 clusters Score -326960.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -327010.531250 Penalty: 3813.473877 Iteration 13Q: 3 clusters Score -327010.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -327071.156250 Penalty: 3813.473877 Iteration 14Q: 3 clusters Score -327071.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -327105.843750 Penalty: 3813.473877 Iteration 15Q: 3 clusters Score -327105.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -327142.250000 Penalty: 3813.473877 Iteration 16Q: 3 clusters Score -327142.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -327175.656250 Penalty: 3813.473877 Iteration 17Q: 3 clusters Score -327175.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -327222.500000 Penalty: 3813.473877 Iteration 18Q: 3 clusters Score -327222.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -327268.625000 Penalty: 3813.473877 Iteration 19Q: 3 clusters Score -327268.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -327302.937500 Penalty: 3813.473877 Iteration 20F: 3 clusters Score -327302.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -327334.968750 Penalty: 3813.473877 Iteration 21Q: 3 clusters Score -327335 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -327356.593750 Penalty: 3813.473877 Iteration 22Q: 3 clusters Score -327356.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -327373.656250 Penalty: 3813.473877 Iteration 23Q: 3 clusters Score -327373.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -327384.812500 Penalty: 3813.473877 Iteration 24Q: 3 clusters Score -327384.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -327392.125000 Penalty: 3813.473877 Iteration 25Q: 3 clusters Score -327392.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -327405.750000 Penalty: 3813.473877 Iteration 26Q: 3 clusters Score -327405.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -327425.062500 Penalty: 3813.473877 Iteration 27Q: 3 clusters Score -327425.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -327439.031250 Penalty: 3813.473877 Iteration 28Q: 3 clusters Score -327439 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -327449.687500 Penalty: 3813.473877 Iteration 29Q: 3 clusters Score -327449.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -327456.031250 Penalty: 3813.473877 Iteration 30Q: 3 clusters Score -327456 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -327461.218750 Penalty: 3813.473877 Iteration 31Q: 3 clusters Score -327461.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -327463.875000 Penalty: 3813.473877 Iteration 32Q: 3 clusters Score -327463.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -327467.437500 Penalty: 3813.473877 Iteration 33Q: 3 clusters Score -327467.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -327470.437500 Penalty: 3813.473877 Iteration 34Q: 3 clusters Score -327470.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -327472.625000 Penalty: 3813.473877 Iteration 35Q: 3 clusters Score -327472.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -327475.187500 Penalty: 3813.473877 Iteration 36Q: 3 clusters Score -327475.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -327477.500000 Penalty: 3813.473877 Iteration 37Q: 3 clusters Score -327477.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -327482.687500 Penalty: 3813.473877 Iteration 38Q: 3 clusters Score -327482.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -327487.687500 Penalty: 3813.473877 Iteration 39Q: 3 clusters Score -327487.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -327494.468750 Penalty: 3813.473877 Iteration 40F: 3 clusters Score -327494.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -327502.156250 Penalty: 3813.473877 Iteration 41Q: 3 clusters Score -327502.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -327512.218750 Penalty: 3813.473877 Iteration 42Q: 3 clusters Score -327512.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -327521.125000 Penalty: 3813.473877 Iteration 43Q: 3 clusters Score -327521.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -327523.093750 Penalty: 3813.473877 Iteration 44Q: 3 clusters Score -327523.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -327523.093750 Penalty: 3813.473877 Iteration 45F: 3 clusters Score -327523.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (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: -990035.187500 Penalty: 2168.711914 Iteration 0F: 2 clusters Score -990035.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -984687.750000 Penalty: 4337.423828 Iteration 0F: 3 clusters Score -984687.8 nChanged 2525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -986019.500000 Penalty: 4337.423828 Iteration 1F: 3 clusters Score -986019.5 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -986246.187500 Penalty: 4337.423828 Iteration 2F: 3 clusters Score -986246.2 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -986435.500000 Penalty: 4337.423828 Iteration 3Q: 3 clusters Score -986435.5 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -986614.500000 Penalty: 4337.423828 Iteration 4Q: 3 clusters Score -986614.5 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -986825.437500 Penalty: 4337.423828 Iteration 5Q: 3 clusters Score -986825.4 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -987041.625000 Penalty: 4337.423828 Iteration 6Q: 3 clusters Score -987041.6 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -987293.812500 Penalty: 4337.423828 Iteration 7Q: 3 clusters Score -987293.8 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -987617.437500 Penalty: 4337.423828 Iteration 8Q: 3 clusters Score -987617.4 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -987973.812500 Penalty: 4337.423828 Iteration 9F: 3 clusters Score -987973.8 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -988420.187500 Penalty: 4337.423828 Iteration 10F: 3 clusters Score -988420.2 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -988833.937500 Penalty: 4337.423828 Iteration 11F: 3 clusters Score -988833.9 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -989166.437500 Penalty: 4337.423828 Iteration 12Q: 3 clusters Score -989166.4 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -989371.250000 Penalty: 4337.423828 Iteration 13Q: 3 clusters Score -989371.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -989454.062500 Penalty: 4337.423828 Iteration 14Q: 3 clusters Score -989454.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -989488.375000 Penalty: 4337.423828 Iteration 15Q: 3 clusters Score -989488.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -989505.250000 Penalty: 4337.423828 Iteration 16Q: 3 clusters Score -989505.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -989517.000000 Penalty: 4337.423828 Iteration 17Q: 3 clusters Score -989517 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -989523.875000 Penalty: 4337.423828 Iteration 18Q: 3 clusters Score -989523.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -989528.812500 Penalty: 4337.423828 Iteration 19Q: 3 clusters Score -989528.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -989531.250000 Penalty: 4337.423828 Iteration 20F: 3 clusters Score -989531.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -989534.812500 Penalty: 4337.423828 Iteration 21Q: 3 clusters Score -989534.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -989534.000000 Penalty: 4337.423828 Iteration 22Q: 3 clusters Score -989534 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -989534.000000 Penalty: 4337.423828 Iteration 23F: 3 clusters Score -989534 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Entering Unmasked Estep Score: -123624.296875 Penalty: 1704.287720 Iteration 0F: 2 clusters Score -123624.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -121990.304688 Penalty: 3408.575439 Iteration 0F: 3 clusters Score -121990.3 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -123251.632812 Penalty: 3408.575439 Iteration 1F: 3 clusters Score -123251.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -123824.257812 Penalty: 3408.575439 Iteration 2F: 3 clusters Score -123824.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -124207.476562 Penalty: 3408.575439 Iteration 3F: 3 clusters Score -124207.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -124803.023438 Penalty: 3408.575439 Iteration 4F: 3 clusters Score -124803 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -125425.562500 Penalty: 3408.575439 Iteration 5Q: 3 clusters Score -125425.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -125496.546875 Penalty: 3408.575439 Iteration 6Q: 3 clusters Score -125496.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -125535.062500 Penalty: 3408.575439 Iteration 7Q: 3 clusters Score -125535.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -125544.250000 Penalty: 3408.575439 Iteration 8Q: 3 clusters Score -125544.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -125549.835938 Penalty: 3408.575439 Iteration 9Q: 3 clusters Score -125549.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -125556.554688 Penalty: 3408.575439 Iteration 10Q: 3 clusters Score -125556.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -125556.554688 Penalty: 3408.575439 Iteration 11F: 3 clusters Score -125556.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2183 members Mstep: Class 4 contains 6278 members Mstep: Class 5 contains 373 members Mstep: Class 6 contains 1202 members Mstep: Class 7 contains 45744 members Mstep: Class 8 contains 4038 members Mstep: Class 9 contains 39476 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 13642 members Mstep: Class 16 contains 33539 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 592 members Mstep: Class 19 contains 28659 members Mstep: Class 20 contains 4416 members Mstep: Class 21 contains 40714 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11218 members Entering Unmasked Estep Score: -37740068.000000 Penalty: 73631.453125 Splitting cluster 5 changes total score from -37739500.000000 to -37740068.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 6 (1202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Entering Unmasked Estep Score: -184616.078125 Penalty: 1758.752075 Iteration 0F: 2 clusters Score -184616.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -182637.296875 Penalty: 3517.504150 Iteration 0F: 3 clusters Score -182637.3 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -183392.375000 Penalty: 3517.504150 Iteration 1F: 3 clusters Score -183392.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -184237.109375 Penalty: 3517.504150 Iteration 2F: 3 clusters Score -184237.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -185110.765625 Penalty: 3517.504150 Iteration 3F: 3 clusters Score -185110.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -185479.859375 Penalty: 3517.504150 Iteration 4F: 3 clusters Score -185479.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -185629.140625 Penalty: 3517.504150 Iteration 5Q: 3 clusters Score -185629.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -185742.312500 Penalty: 3517.504150 Iteration 6Q: 3 clusters Score -185742.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -185810.359375 Penalty: 3517.504150 Iteration 7Q: 3 clusters Score -185810.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -185873.781250 Penalty: 3517.504150 Iteration 8Q: 3 clusters Score -185873.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -185927.296875 Penalty: 3517.504150 Iteration 9Q: 3 clusters Score -185927.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -185969.640625 Penalty: 3517.504150 Iteration 10Q: 3 clusters Score -185969.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -186020.625000 Penalty: 3517.504150 Iteration 11Q: 3 clusters Score -186020.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -186073.125000 Penalty: 3517.504150 Iteration 12Q: 3 clusters Score -186073.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -186111.546875 Penalty: 3517.504150 Iteration 13Q: 3 clusters Score -186111.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -186157.937500 Penalty: 3517.504150 Iteration 14Q: 3 clusters Score -186157.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -186227.890625 Penalty: 3517.504150 Iteration 15Q: 3 clusters Score -186227.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -186277.609375 Penalty: 3517.504150 Iteration 16Q: 3 clusters Score -186277.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -186330.187500 Penalty: 3517.504150 Iteration 17Q: 3 clusters Score -186330.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -186346.796875 Penalty: 3517.504150 Iteration 18Q: 3 clusters Score -186346.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -186350.390625 Penalty: 3517.504150 Iteration 19Q: 3 clusters Score -186350.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -186352.953125 Penalty: 3517.504150 Iteration 20F: 3 clusters Score -186353 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -186354.156250 Penalty: 3517.504150 Iteration 21Q: 3 clusters Score -186354.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -186354.156250 Penalty: 3517.504150 Iteration 22F: 3 clusters Score -186354.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2183 members Mstep: Class 4 contains 6278 members Mstep: Class 5 contains 373 members Mstep: Class 6 contains 481 members Mstep: Class 7 contains 45744 members Mstep: Class 8 contains 4038 members Mstep: Class 9 contains 39476 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 13642 members Mstep: Class 16 contains 33539 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 592 members Mstep: Class 19 contains 28659 members Mstep: Class 20 contains 4416 members Mstep: Class 21 contains 40714 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11218 members Mstep: Class 25 contains 721 members Entering Unmasked Estep Score: -37740472.000000 Penalty: 76699.429688 Splitting cluster 6 changes total score from -37739500.000000 to -37740472.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 7 (45744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45744 members Entering Unmasked Estep Score: -7615515.000000 Penalty: 2661.242432 Iteration 0F: 2 clusters Score -7615515 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22921 members Mstep: Class 2 contains 22823 members Entering Unmasked Estep Score: -7587302.000000 Penalty: 5322.484863 Iteration 0F: 3 clusters Score -7587302 nChanged 21055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23184 members Mstep: Class 2 contains 22560 members Entering Unmasked Estep Score: -7598945.500000 Penalty: 5322.484863 Iteration 1F: 3 clusters Score -7598946 nChanged 1912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23382 members Mstep: Class 2 contains 22362 members Entering Unmasked Estep Score: -7599504.500000 Penalty: 5322.484863 Iteration 2Q: 3 clusters Score -7599504 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23629 members Mstep: Class 2 contains 22115 members Entering Unmasked Estep Score: -7600013.000000 Penalty: 5322.484863 Iteration 3Q: 3 clusters Score -7600013 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23898 members Mstep: Class 2 contains 21846 members Entering Unmasked Estep Score: -7600544.000000 Penalty: 5322.484863 Iteration 4Q: 3 clusters Score -7600544 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24268 members Mstep: Class 2 contains 21476 members Entering Unmasked Estep Score: -7601116.500000 Penalty: 5322.484863 Iteration 5Q: 3 clusters Score -7601116 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24748 members Mstep: Class 2 contains 20996 members Entering Unmasked Estep Score: -7601788.500000 Penalty: 5322.484863 Iteration 6Q: 3 clusters Score -7601788 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25361 members Mstep: Class 2 contains 20383 members Entering Unmasked Estep Score: -7602656.500000 Penalty: 5322.484863 Iteration 7Q: 3 clusters Score -7602656 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25994 members Mstep: Class 2 contains 19750 members Entering Unmasked Estep Score: -7603742.500000 Penalty: 5322.484863 Iteration 8Q: 3 clusters Score -7603742 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26576 members Mstep: Class 2 contains 19168 members Entering Unmasked Estep Score: -7605190.000000 Penalty: 5322.484863 Iteration 9F: 3 clusters Score -7605190 nChanged 2607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27063 members Mstep: Class 2 contains 18681 members Entering Unmasked Estep Score: -7607055.500000 Penalty: 5322.484863 Iteration 10F: 3 clusters Score -7607056 nChanged 2651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27344 members Mstep: Class 2 contains 18400 members Entering Unmasked Estep Score: -7608834.500000 Penalty: 5322.484863 Iteration 11F: 3 clusters Score -7608834 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27443 members Mstep: Class 2 contains 18301 members Entering Unmasked Estep Score: -7610171.000000 Penalty: 5322.484863 Iteration 12F: 3 clusters Score -7610171 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27408 members Mstep: Class 2 contains 18336 members Entering Unmasked Estep Score: -7610971.000000 Penalty: 5322.484863 Iteration 13Q: 3 clusters Score -7610971 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27367 members Mstep: Class 2 contains 18377 members Entering Unmasked Estep Score: -7611392.000000 Penalty: 5322.484863 Iteration 14Q: 3 clusters Score -7611392 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27308 members Mstep: Class 2 contains 18436 members Entering Unmasked Estep Score: -7611573.000000 Penalty: 5322.484863 Iteration 15Q: 3 clusters Score -7611573 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27244 members Mstep: Class 2 contains 18500 members Entering Unmasked Estep Score: -7611698.000000 Penalty: 5322.484863 Iteration 16Q: 3 clusters Score -7611698 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27161 members Mstep: Class 2 contains 18583 members Entering Unmasked Estep Score: -7611808.500000 Penalty: 5322.484863 Iteration 17Q: 3 clusters Score -7611808 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27110 members Mstep: Class 2 contains 18634 members Entering Unmasked Estep Score: -7611846.000000 Penalty: 5322.484863 Iteration 18Q: 3 clusters Score -7611846 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27046 members Mstep: Class 2 contains 18698 members Entering Unmasked Estep Score: -7611921.500000 Penalty: 5322.484863 Iteration 19Q: 3 clusters Score -7611922 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27015 members Mstep: Class 2 contains 18729 members Entering Unmasked Estep Score: -7611962.500000 Penalty: 5322.484863 Iteration 20F: 3 clusters Score -7611962 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27000 members Mstep: Class 2 contains 18744 members Entering Unmasked Estep Score: -7611993.500000 Penalty: 5322.484863 Iteration 21Q: 3 clusters Score -7611994 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26978 members Mstep: Class 2 contains 18766 members Entering Unmasked Estep Score: -7612024.000000 Penalty: 5322.484863 Iteration 22Q: 3 clusters Score -7612024 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26953 members Mstep: Class 2 contains 18791 members Entering Unmasked Estep Score: -7612056.000000 Penalty: 5322.484863 Iteration 23Q: 3 clusters Score -7612056 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26927 members Mstep: Class 2 contains 18817 members Entering Unmasked Estep Score: -7612089.000000 Penalty: 5322.484863 Iteration 24Q: 3 clusters Score -7612089 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26927 members Mstep: Class 2 contains 18817 members Entering Unmasked Estep Score: -7612118.500000 Penalty: 5322.484863 Iteration 25Q: 3 clusters Score -7612118 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26926 members Mstep: Class 2 contains 18818 members Entering Unmasked Estep Score: -7612162.000000 Penalty: 5322.484863 Iteration 26Q: 3 clusters Score -7612162 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26906 members Mstep: Class 2 contains 18838 members Entering Unmasked Estep Score: -7612169.000000 Penalty: 5322.484863 Iteration 27Q: 3 clusters Score -7612169 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26890 members Mstep: Class 2 contains 18854 members Entering Unmasked Estep Score: -7612183.500000 Penalty: 5322.484863 Iteration 28Q: 3 clusters Score -7612184 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26902 members Mstep: Class 2 contains 18842 members Entering Unmasked Estep Score: -7612191.500000 Penalty: 5322.484863 Iteration 29Q: 3 clusters Score -7612192 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26918 members Mstep: Class 2 contains 18826 members Entering Unmasked Estep Score: -7612213.000000 Penalty: 5322.484863 Iteration 30Q: 3 clusters Score -7612213 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26922 members Mstep: Class 2 contains 18822 members Entering Unmasked Estep Score: -7612220.000000 Penalty: 5322.484863 Iteration 31Q: 3 clusters Score -7612220 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26937 members Mstep: Class 2 contains 18807 members Entering Unmasked Estep Score: -7612254.000000 Penalty: 5322.484863 Iteration 32Q: 3 clusters Score -7612254 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26951 members Mstep: Class 2 contains 18793 members Entering Unmasked Estep Score: -7612272.000000 Penalty: 5322.484863 Iteration 33Q: 3 clusters Score -7612272 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26969 members Mstep: Class 2 contains 18775 members Entering Unmasked Estep Score: -7612287.500000 Penalty: 5322.484863 Iteration 34Q: 3 clusters Score -7612288 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26983 members Mstep: Class 2 contains 18761 members Entering Unmasked Estep Score: -7612297.000000 Penalty: 5322.484863 Iteration 35Q: 3 clusters Score -7612297 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26977 members Mstep: Class 2 contains 18767 members Entering Unmasked Estep Score: -7612294.500000 Penalty: 5322.484863 Iteration 36Q: 3 clusters Score -7612294 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26983 members Mstep: Class 2 contains 18761 members Entering Unmasked Estep Score: -7612310.500000 Penalty: 5322.484863 Iteration 37Q: 3 clusters Score -7612310 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26984 members Mstep: Class 2 contains 18760 members Entering Unmasked Estep Score: -7612299.500000 Penalty: 5322.484863 Iteration 38Q: 3 clusters Score -7612300 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26980 members Mstep: Class 2 contains 18764 members Entering Unmasked Estep Score: -7612327.000000 Penalty: 5322.484863 Iteration 39Q: 3 clusters Score -7612327 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26984 members Mstep: Class 2 contains 18760 members Entering Unmasked Estep Score: -7612341.500000 Penalty: 5322.484863 Iteration 40F: 3 clusters Score -7612342 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26995 members Mstep: Class 2 contains 18749 members Entering Unmasked Estep Score: -7612336.000000 Penalty: 5322.484863 Iteration 41Q: 3 clusters Score -7612336 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27005 members Mstep: Class 2 contains 18739 members Entering Unmasked Estep Score: -7612324.500000 Penalty: 5322.484863 Iteration 42Q: 3 clusters Score -7612324 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27019 members Mstep: Class 2 contains 18725 members Entering Unmasked Estep Score: -7612313.000000 Penalty: 5322.484863 Iteration 43Q: 3 clusters Score -7612313 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27030 members Mstep: Class 2 contains 18714 members Entering Unmasked Estep Score: -7612311.500000 Penalty: 5322.484863 Iteration 44Q: 3 clusters Score -7612312 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27044 members Mstep: Class 2 contains 18700 members Entering Unmasked Estep Score: -7612323.000000 Penalty: 5322.484863 Iteration 45Q: 3 clusters Score -7612323 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27053 members Mstep: Class 2 contains 18691 members Entering Unmasked Estep Score: -7612315.500000 Penalty: 5322.484863 Iteration 46Q: 3 clusters Score -7612316 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27052 members Mstep: Class 2 contains 18692 members Entering Unmasked Estep Score: -7612326.500000 Penalty: 5322.484863 Iteration 47Q: 3 clusters Score -7612326 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27060 members Mstep: Class 2 contains 18684 members Entering Unmasked Estep Score: -7612331.500000 Penalty: 5322.484863 Iteration 48Q: 3 clusters Score -7612332 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27073 members Mstep: Class 2 contains 18671 members Entering Unmasked Estep Score: -7612339.500000 Penalty: 5322.484863 Iteration 49Q: 3 clusters Score -7612340 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27088 members Mstep: Class 2 contains 18656 members Entering Unmasked Estep Score: -7612345.000000 Penalty: 5322.484863 Iteration 50Q: 3 clusters Score -7612345 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27088 members Mstep: Class 2 contains 18656 members Entering Unmasked Estep Score: -7612351.000000 Penalty: 5322.484863 Iteration 51Q: 3 clusters Score -7612351 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27097 members Mstep: Class 2 contains 18647 members Entering Unmasked Estep Score: -7612359.000000 Penalty: 5322.484863 Iteration 52Q: 3 clusters Score -7612359 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27114 members Mstep: Class 2 contains 18630 members Entering Unmasked Estep Score: -7612361.000000 Penalty: 5322.484863 Iteration 53Q: 3 clusters Score -7612361 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27121 members Mstep: Class 2 contains 18623 members Entering Unmasked Estep Score: -7612368.500000 Penalty: 5322.484863 Iteration 54Q: 3 clusters Score -7612368 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27118 members Mstep: Class 2 contains 18626 members Entering Unmasked Estep Score: -7612365.500000 Penalty: 5322.484863 Iteration 55Q: 3 clusters Score -7612366 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27118 members Mstep: Class 2 contains 18626 members Entering Unmasked Estep Score: -7612355.500000 Penalty: 5322.484863 Iteration 56Q: 3 clusters Score -7612356 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27124 members Mstep: Class 2 contains 18620 members Entering Unmasked Estep Score: -7612352.000000 Penalty: 5322.484863 Iteration 57Q: 3 clusters Score -7612352 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27132 members Mstep: Class 2 contains 18612 members Entering Unmasked Estep Score: -7612347.000000 Penalty: 5322.484863 Iteration 58Q: 3 clusters Score -7612347 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27129 members Mstep: Class 2 contains 18615 members Entering Unmasked Estep Score: -7612338.500000 Penalty: 5322.484863 Iteration 59Q: 3 clusters Score -7612338 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27133 members Mstep: Class 2 contains 18611 members Entering Unmasked Estep Score: -7612338.500000 Penalty: 5322.484863 Iteration 60F: 3 clusters Score -7612338 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27142 members Mstep: Class 2 contains 18602 members Entering Unmasked Estep Score: -7612351.500000 Penalty: 5322.484863 Iteration 61Q: 3 clusters Score -7612352 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27146 members Mstep: Class 2 contains 18598 members Entering Unmasked Estep Score: -7612360.000000 Penalty: 5322.484863 Iteration 62Q: 3 clusters Score -7612360 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27148 members Mstep: Class 2 contains 18596 members Entering Unmasked Estep Score: -7612361.500000 Penalty: 5322.484863 Iteration 63Q: 3 clusters Score -7612362 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27135 members Mstep: Class 2 contains 18609 members Entering Unmasked Estep Score: -7612366.000000 Penalty: 5322.484863 Iteration 64Q: 3 clusters Score -7612366 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27125 members Mstep: Class 2 contains 18619 members Entering Unmasked Estep Score: -7612359.000000 Penalty: 5322.484863 Iteration 65Q: 3 clusters Score -7612359 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27116 members Mstep: Class 2 contains 18628 members Entering Unmasked Estep Score: -7612358.500000 Penalty: 5322.484863 Iteration 66Q: 3 clusters Score -7612358 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27106 members Mstep: Class 2 contains 18638 members Entering Unmasked Estep Score: -7612363.000000 Penalty: 5322.484863 Iteration 67Q: 3 clusters Score -7612363 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27099 members Mstep: Class 2 contains 18645 members Entering Unmasked Estep Score: -7612367.000000 Penalty: 5322.484863 Iteration 68Q: 3 clusters Score -7612367 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27092 members Mstep: Class 2 contains 18652 members Entering Unmasked Estep Score: -7612377.500000 Penalty: 5322.484863 Iteration 69Q: 3 clusters Score -7612378 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27087 members Mstep: Class 2 contains 18657 members Entering Unmasked Estep Score: -7612375.500000 Penalty: 5322.484863 Iteration 70Q: 3 clusters Score -7612376 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27084 members Mstep: Class 2 contains 18660 members Entering Unmasked Estep Score: -7612382.000000 Penalty: 5322.484863 Iteration 71Q: 3 clusters Score -7612382 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27086 members Mstep: Class 2 contains 18658 members Entering Unmasked Estep Score: -7612390.000000 Penalty: 5322.484863 Iteration 72Q: 3 clusters Score -7612390 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27085 members Mstep: Class 2 contains 18659 members Entering Unmasked Estep Score: -7612387.500000 Penalty: 5322.484863 Iteration 73Q: 3 clusters Score -7612388 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27081 members Mstep: Class 2 contains 18663 members Entering Unmasked Estep Score: -7612382.500000 Penalty: 5322.484863 Iteration 74Q: 3 clusters Score -7612382 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27080 members Mstep: Class 2 contains 18664 members Entering Unmasked Estep Score: -7612383.500000 Penalty: 5322.484863 Iteration 75Q: 3 clusters Score -7612384 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27082 members Mstep: Class 2 contains 18662 members Entering Unmasked Estep Score: -7612379.500000 Penalty: 5322.484863 Iteration 76Q: 3 clusters Score -7612380 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27085 members Mstep: Class 2 contains 18659 members Entering Unmasked Estep Score: -7612384.500000 Penalty: 5322.484863 Iteration 77Q: 3 clusters Score -7612384 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27089 members Mstep: Class 2 contains 18655 members Entering Unmasked Estep Score: -7612370.000000 Penalty: 5322.484863 Iteration 78Q: 3 clusters Score -7612370 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27093 members Mstep: Class 2 contains 18651 members Entering Unmasked Estep Score: -7612377.500000 Penalty: 5322.484863 Iteration 79Q: 3 clusters Score -7612378 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27092 members Mstep: Class 2 contains 18652 members Entering Unmasked Estep Score: -7612381.000000 Penalty: 5322.484863 Iteration 80F: 3 clusters Score -7612381 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27093 members Mstep: Class 2 contains 18651 members Entering Unmasked Estep Score: -7612375.500000 Penalty: 5322.484863 Iteration 81Q: 3 clusters Score -7612376 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27098 members Mstep: Class 2 contains 18646 members Entering Unmasked Estep Score: -7612374.000000 Penalty: 5322.484863 Iteration 82Q: 3 clusters Score -7612374 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27105 members Mstep: Class 2 contains 18639 members Entering Unmasked Estep Score: -7612376.500000 Penalty: 5322.484863 Iteration 83Q: 3 clusters Score -7612376 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27110 members Mstep: Class 2 contains 18634 members Entering Unmasked Estep Score: -7612372.500000 Penalty: 5322.484863 Iteration 84Q: 3 clusters Score -7612372 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27115 members Mstep: Class 2 contains 18629 members Entering Unmasked Estep Score: -7612367.500000 Penalty: 5322.484863 Iteration 85Q: 3 clusters Score -7612368 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27117 members Mstep: Class 2 contains 18627 members Entering Unmasked Estep Score: -7612370.500000 Penalty: 5322.484863 Iteration 86Q: 3 clusters Score -7612370 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27118 members Mstep: Class 2 contains 18626 members Entering Unmasked Estep Score: -7612363.500000 Penalty: 5322.484863 Iteration 87Q: 3 clusters Score -7612364 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27120 members Mstep: Class 2 contains 18624 members Entering Unmasked Estep Score: -7612370.500000 Penalty: 5322.484863 Iteration 88Q: 3 clusters Score -7612370 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27121 members Mstep: Class 2 contains 18623 members Entering Unmasked Estep Score: -7612365.500000 Penalty: 5322.484863 Iteration 89Q: 3 clusters Score -7612366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27123 members Mstep: Class 2 contains 18621 members Entering Unmasked Estep Score: -7612369.500000 Penalty: 5322.484863 Iteration 90Q: 3 clusters Score -7612370 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27125 members Mstep: Class 2 contains 18619 members Entering Unmasked Estep Score: -7612362.000000 Penalty: 5322.484863 Iteration 91Q: 3 clusters Score -7612362 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27124 members Mstep: Class 2 contains 18620 members Entering Unmasked Estep Score: -7612367.500000 Penalty: 5322.484863 Iteration 92Q: 3 clusters Score -7612368 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27123 members Mstep: Class 2 contains 18621 members Entering Unmasked Estep Score: -7612364.000000 Penalty: 5322.484863 Iteration 93Q: 3 clusters Score -7612364 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27121 members Mstep: Class 2 contains 18623 members Entering Unmasked Estep Score: -7612364.500000 Penalty: 5322.484863 Iteration 94Q: 3 clusters Score -7612364 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27118 members Mstep: Class 2 contains 18626 members Entering Unmasked Estep Score: -7612367.000000 Penalty: 5322.484863 Iteration 95Q: 3 clusters Score -7612367 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27116 members Mstep: Class 2 contains 18628 members Entering Unmasked Estep Score: -7612371.000000 Penalty: 5322.484863 Iteration 96Q: 3 clusters Score -7612371 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27115 members Mstep: Class 2 contains 18629 members Entering Unmasked Estep Score: -7612362.000000 Penalty: 5322.484863 Iteration 97Q: 3 clusters Score -7612362 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27113 members Mstep: Class 2 contains 18631 members Entering Unmasked Estep Score: -7612361.000000 Penalty: 5322.484863 Iteration 98Q: 3 clusters Score -7612361 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27112 members Mstep: Class 2 contains 18632 members Entering Unmasked Estep Score: -7612356.500000 Penalty: 5322.484863 Iteration 99Q: 3 clusters Score -7612356 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27111 members Mstep: Class 2 contains 18633 members Entering Unmasked Estep Score: -7612353.500000 Penalty: 5322.484863 Iteration 100F: 3 clusters Score -7612354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27108 members Mstep: Class 2 contains 18636 members Entering Unmasked Estep Score: -7612353.000000 Penalty: 5322.484863 Iteration 101Q: 3 clusters Score -7612353 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27103 members Mstep: Class 2 contains 18641 members Entering Unmasked Estep Score: -7612359.500000 Penalty: 5322.484863 Iteration 102Q: 3 clusters Score -7612360 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27098 members Mstep: Class 2 contains 18646 members Entering Unmasked Estep Score: -7612366.500000 Penalty: 5322.484863 Iteration 103Q: 3 clusters Score -7612366 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27095 members Mstep: Class 2 contains 18649 members Entering Unmasked Estep Score: -7612355.000000 Penalty: 5322.484863 Iteration 104Q: 3 clusters Score -7612355 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27095 members Mstep: Class 2 contains 18649 members Entering Unmasked Estep Score: -7612357.500000 Penalty: 5322.484863 Iteration 105Q: 3 clusters Score -7612358 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27093 members Mstep: Class 2 contains 18651 members Entering Unmasked Estep Score: -7612352.500000 Penalty: 5322.484863 Iteration 106Q: 3 clusters Score -7612352 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27093 members Mstep: Class 2 contains 18651 members Entering Unmasked Estep Score: -7612351.500000 Penalty: 5322.484863 Iteration 107Q: 3 clusters Score -7612352 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27094 members Mstep: Class 2 contains 18650 members Entering Unmasked Estep Score: -7612348.000000 Penalty: 5322.484863 Iteration 108Q: 3 clusters Score -7612348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27092 members Mstep: Class 2 contains 18652 members Entering Unmasked Estep Score: -7612349.500000 Penalty: 5322.484863 Iteration 109Q: 3 clusters Score -7612350 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27093 members Mstep: Class 2 contains 18651 members Entering Unmasked Estep Score: -7612347.500000 Penalty: 5322.484863 Iteration 110Q: 3 clusters Score -7612348 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27093 members Mstep: Class 2 contains 18651 members Entering Unmasked Estep Score: -7612347.500000 Penalty: 5322.484863 Iteration 111F: 3 clusters Score -7612348 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Entering Unmasked Estep Score: -664022.750000 Penalty: 2059.269287 Iteration 0F: 2 clusters Score -664022.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -660142.000000 Penalty: 4118.538574 Iteration 0F: 3 clusters Score -660142 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -660980.562500 Penalty: 4118.538574 Iteration 1F: 3 clusters Score -660980.6 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -661176.312500 Penalty: 4118.538574 Iteration 2F: 3 clusters Score -661176.3 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -661280.500000 Penalty: 4118.538574 Iteration 3Q: 3 clusters Score -661280.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -661344.312500 Penalty: 4118.538574 Iteration 4Q: 3 clusters Score -661344.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -661379.375000 Penalty: 4118.538574 Iteration 5Q: 3 clusters Score -661379.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -661405.125000 Penalty: 4118.538574 Iteration 6Q: 3 clusters Score -661405.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -661429.312500 Penalty: 4118.538574 Iteration 7Q: 3 clusters Score -661429.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -661444.500000 Penalty: 4118.538574 Iteration 8Q: 3 clusters Score -661444.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -661456.750000 Penalty: 4118.538574 Iteration 9Q: 3 clusters Score -661456.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -661465.875000 Penalty: 4118.538574 Iteration 10Q: 3 clusters Score -661465.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -661477.187500 Penalty: 4118.538574 Iteration 11Q: 3 clusters Score -661477.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -661487.937500 Penalty: 4118.538574 Iteration 12Q: 3 clusters Score -661487.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -661495.562500 Penalty: 4118.538574 Iteration 13Q: 3 clusters Score -661495.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -661501.000000 Penalty: 4118.538574 Iteration 14Q: 3 clusters Score -661501 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -661504.812500 Penalty: 4118.538574 Iteration 15Q: 3 clusters Score -661504.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -661507.312500 Penalty: 4118.538574 Iteration 16Q: 3 clusters Score -661507.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -661508.812500 Penalty: 4118.538574 Iteration 17Q: 3 clusters Score -661508.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -661509.937500 Penalty: 4118.538574 Iteration 18Q: 3 clusters Score -661509.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -661512.562500 Penalty: 4118.538574 Iteration 19Q: 3 clusters Score -661512.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -661514.812500 Penalty: 4118.538574 Iteration 20F: 3 clusters Score -661514.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -661516.812500 Penalty: 4118.538574 Iteration 21Q: 3 clusters Score -661516.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -661521.625000 Penalty: 4118.538574 Iteration 22Q: 3 clusters Score -661521.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -661523.187500 Penalty: 4118.538574 Iteration 23Q: 3 clusters Score -661523.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -661528.687500 Penalty: 4118.538574 Iteration 24Q: 3 clusters Score -661528.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -661532.687500 Penalty: 4118.538574 Iteration 25Q: 3 clusters Score -661532.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -661537.562500 Penalty: 4118.538574 Iteration 26Q: 3 clusters Score -661537.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -661541.750000 Penalty: 4118.538574 Iteration 27Q: 3 clusters Score -661541.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -661551.687500 Penalty: 4118.538574 Iteration 28Q: 3 clusters Score -661551.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -661561.312500 Penalty: 4118.538574 Iteration 29Q: 3 clusters Score -661561.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -661575.500000 Penalty: 4118.538574 Iteration 30Q: 3 clusters Score -661575.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -661596.375000 Penalty: 4118.538574 Iteration 31Q: 3 clusters Score -661596.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -661620.375000 Penalty: 4118.538574 Iteration 32Q: 3 clusters Score -661620.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -661645.437500 Penalty: 4118.538574 Iteration 33Q: 3 clusters Score -661645.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -661673.312500 Penalty: 4118.538574 Iteration 34Q: 3 clusters Score -661673.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -661711.375000 Penalty: 4118.538574 Iteration 35Q: 3 clusters Score -661711.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -661757.812500 Penalty: 4118.538574 Iteration 36Q: 3 clusters Score -661757.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -661805.750000 Penalty: 4118.538574 Iteration 37Q: 3 clusters Score -661805.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -661858.625000 Penalty: 4118.538574 Iteration 38Q: 3 clusters Score -661858.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -661917.437500 Penalty: 4118.538574 Iteration 39Q: 3 clusters Score -661917.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -661965.625000 Penalty: 4118.538574 Iteration 40F: 3 clusters Score -661965.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -662023.750000 Penalty: 4118.538574 Iteration 41Q: 3 clusters Score -662023.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -662089.187500 Penalty: 4118.538574 Iteration 42Q: 3 clusters Score -662089.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -662147.187500 Penalty: 4118.538574 Iteration 43Q: 3 clusters Score -662147.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -662202.500000 Penalty: 4118.538574 Iteration 44Q: 3 clusters Score -662202.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -662248.937500 Penalty: 4118.538574 Iteration 45Q: 3 clusters Score -662248.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -662291.562500 Penalty: 4118.538574 Iteration 46Q: 3 clusters Score -662291.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -662319.687500 Penalty: 4118.538574 Iteration 47Q: 3 clusters Score -662319.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -662342.375000 Penalty: 4118.538574 Iteration 48Q: 3 clusters Score -662342.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -662363.437500 Penalty: 4118.538574 Iteration 49Q: 3 clusters Score -662363.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -662375.250000 Penalty: 4118.538574 Iteration 50Q: 3 clusters Score -662375.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -662387.625000 Penalty: 4118.538574 Iteration 51Q: 3 clusters Score -662387.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -662397.250000 Penalty: 4118.538574 Iteration 52Q: 3 clusters Score -662397.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -662404.937500 Penalty: 4118.538574 Iteration 53Q: 3 clusters Score -662404.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -662415.187500 Penalty: 4118.538574 Iteration 54Q: 3 clusters Score -662415.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -662431.312500 Penalty: 4118.538574 Iteration 55Q: 3 clusters Score -662431.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -662442.937500 Penalty: 4118.538574 Iteration 56Q: 3 clusters Score -662442.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -662450.875000 Penalty: 4118.538574 Iteration 57Q: 3 clusters Score -662450.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -662462.562500 Penalty: 4118.538574 Iteration 58Q: 3 clusters Score -662462.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -662473.750000 Penalty: 4118.538574 Iteration 59Q: 3 clusters Score -662473.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -662482.812500 Penalty: 4118.538574 Iteration 60F: 3 clusters Score -662482.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -662485.625000 Penalty: 4118.538574 Iteration 61Q: 3 clusters Score -662485.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -662492.125000 Penalty: 4118.538574 Iteration 62Q: 3 clusters Score -662492.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -662494.000000 Penalty: 4118.538574 Iteration 63Q: 3 clusters Score -662494 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -662496.312500 Penalty: 4118.538574 Iteration 64Q: 3 clusters Score -662496.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -662500.000000 Penalty: 4118.538574 Iteration 65Q: 3 clusters Score -662500 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -662502.937500 Penalty: 4118.538574 Iteration 66Q: 3 clusters Score -662502.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -662502.437500 Penalty: 4118.538574 Iteration 67Q: 3 clusters Score -662502.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -662503.625000 Penalty: 4118.538574 Iteration 68Q: 3 clusters Score -662503.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -662503.625000 Penalty: 4118.538574 Iteration 69F: 3 clusters Score -662503.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (39476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39476 members Entering Unmasked Estep Score: -6529867.000000 Penalty: 2624.695312 Iteration 0F: 2 clusters Score -6529867 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19586 members Mstep: Class 2 contains 19890 members Entering Unmasked Estep Score: -6504780.000000 Penalty: 5249.390625 Iteration 0F: 3 clusters Score -6504780 nChanged 17959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18277 members Mstep: Class 2 contains 21199 members Entering Unmasked Estep Score: -6514520.500000 Penalty: 5249.390625 Iteration 1F: 3 clusters Score -6514520 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17470 members Mstep: Class 2 contains 22006 members Entering Unmasked Estep Score: -6515212.500000 Penalty: 5249.390625 Iteration 2Q: 3 clusters Score -6515212 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16383 members Mstep: Class 2 contains 23093 members Entering Unmasked Estep Score: -6515923.500000 Penalty: 5249.390625 Iteration 3Q: 3 clusters Score -6515924 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14813 members Mstep: Class 2 contains 24663 members Entering Unmasked Estep Score: -6516931.000000 Penalty: 5249.390625 Iteration 4F: 3 clusters Score -6516931 nChanged 2252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12847 members Mstep: Class 2 contains 26629 members Entering Unmasked Estep Score: -6518230.000000 Penalty: 5249.390625 Iteration 5F: 3 clusters Score -6518230 nChanged 2566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10469 members Mstep: Class 2 contains 29007 members Entering Unmasked Estep Score: -6519851.000000 Penalty: 5249.390625 Iteration 6F: 3 clusters Score -6519851 nChanged 2562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 31435 members Entering Unmasked Estep Score: -6521601.000000 Penalty: 5249.390625 Iteration 7F: 3 clusters Score -6521601 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 33724 members Entering Unmasked Estep Score: -6523259.500000 Penalty: 5249.390625 Iteration 8F: 3 clusters Score -6523260 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 35650 members Entering Unmasked Estep Score: -6524755.000000 Penalty: 5249.390625 Iteration 9F: 3 clusters Score -6524755 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 37016 members Entering Unmasked Estep Score: -6525875.500000 Penalty: 5249.390625 Iteration 10Q: 3 clusters Score -6525876 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 37861 members Entering Unmasked Estep Score: -6526563.500000 Penalty: 5249.390625 Iteration 11Q: 3 clusters Score -6526564 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 38364 members Entering Unmasked Estep Score: -6527027.500000 Penalty: 5249.390625 Iteration 12Q: 3 clusters Score -6527028 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 38650 members Entering Unmasked Estep Score: -6527299.500000 Penalty: 5249.390625 Iteration 13Q: 3 clusters Score -6527300 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 38811 members Entering Unmasked Estep Score: -6527482.500000 Penalty: 5249.390625 Iteration 14Q: 3 clusters Score -6527482 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 38877 members Entering Unmasked Estep Score: -6527561.500000 Penalty: 5249.390625 Iteration 15Q: 3 clusters Score -6527562 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 38921 members Entering Unmasked Estep Score: -6527611.500000 Penalty: 5249.390625 Iteration 16Q: 3 clusters Score -6527612 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 38944 members Entering Unmasked Estep Score: -6527642.000000 Penalty: 5249.390625 Iteration 17Q: 3 clusters Score -6527642 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 38958 members Entering Unmasked Estep Score: -6527657.500000 Penalty: 5249.390625 Iteration 18Q: 3 clusters Score -6527658 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 38971 members Entering Unmasked Estep Score: -6527674.500000 Penalty: 5249.390625 Iteration 19Q: 3 clusters Score -6527674 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 38982 members Entering Unmasked Estep Score: -6527673.000000 Penalty: 5249.390625 Iteration 20F: 3 clusters Score -6527673 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 38988 members Entering Unmasked Estep Score: -6527682.500000 Penalty: 5249.390625 Iteration 21Q: 3 clusters Score -6527682 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 38993 members Entering Unmasked Estep Score: -6527684.000000 Penalty: 5249.390625 Iteration 22Q: 3 clusters Score -6527684 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 38999 members Entering Unmasked Estep Score: -6527686.000000 Penalty: 5249.390625 Iteration 23Q: 3 clusters Score -6527686 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 39003 members Entering Unmasked Estep Score: -6527701.500000 Penalty: 5249.390625 Iteration 24Q: 3 clusters Score -6527702 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 39011 members Entering Unmasked Estep Score: -6527705.500000 Penalty: 5249.390625 Iteration 25Q: 3 clusters Score -6527706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 39013 members Entering Unmasked Estep Score: -6527705.500000 Penalty: 5249.390625 Iteration 26Q: 3 clusters Score -6527706 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 39017 members Entering Unmasked Estep Score: -6527717.500000 Penalty: 5249.390625 Iteration 27Q: 3 clusters Score -6527718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 39020 members Entering Unmasked Estep Score: -6527718.000000 Penalty: 5249.390625 Iteration 28Q: 3 clusters Score -6527718 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 39020 members Entering Unmasked Estep Score: -6527718.000000 Penalty: 5249.390625 Iteration 29F: 3 clusters Score -6527718 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Entering Unmasked Estep Score: -45635.371094 Penalty: 1421.868652 Iteration 0F: 2 clusters Score -45635.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -44372.242188 Penalty: 2843.737305 Iteration 0F: 3 clusters Score -44372.24 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -44515.875000 Penalty: 2843.737305 Iteration 1F: 3 clusters Score -44515.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -44552.156250 Penalty: 2843.737305 Iteration 2Q: 3 clusters Score -44552.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -44558.035156 Penalty: 2843.737305 Iteration 3Q: 3 clusters Score -44558.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -44558.035156 Penalty: 2843.737305 Iteration 4F: 3 clusters Score -44558.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Entering Unmasked Estep Score: -35019.082031 Penalty: 1401.817261 Iteration 0F: 2 clusters Score -35019.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -33824.281250 Penalty: 2803.634521 Iteration 0F: 3 clusters Score -33824.28 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -33990.332031 Penalty: 2803.634521 Iteration 1F: 3 clusters Score -33990.33 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -34119.054688 Penalty: 2803.634521 Iteration 2F: 3 clusters Score -34119.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -34145.933594 Penalty: 2803.634521 Iteration 3Q: 3 clusters Score -34145.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -34162.128906 Penalty: 2803.634521 Iteration 4Q: 3 clusters Score -34162.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -34172.781250 Penalty: 2803.634521 Iteration 5Q: 3 clusters Score -34172.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -34181.503906 Penalty: 2803.634521 Iteration 6Q: 3 clusters Score -34181.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -34189.000000 Penalty: 2803.634521 Iteration 7Q: 3 clusters Score -34189 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -34189.000000 Penalty: 2803.634521 Iteration 8F: 3 clusters Score -34189 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Entering Unmasked Estep Score: -35165.105469 Penalty: 1371.298340 Iteration 0F: 2 clusters Score -35165.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -33952.433594 Penalty: 2742.596680 Iteration 0F: 3 clusters Score -33952.43 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -34065.824219 Penalty: 2742.596680 Iteration 1F: 3 clusters Score -34065.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -34112.007812 Penalty: 2742.596680 Iteration 2Q: 3 clusters Score -34112.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -34131.234375 Penalty: 2742.596680 Iteration 3Q: 3 clusters Score -34131.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -34141.214844 Penalty: 2742.596680 Iteration 4Q: 3 clusters Score -34141.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -34141.214844 Penalty: 2742.596680 Iteration 5F: 3 clusters Score -34141.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Entering Unmasked Estep Score: -54966.593750 Penalty: 1504.969604 Iteration 0F: 2 clusters Score -54966.59 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 222 members Entering Unmasked Estep Score: -53736.054688 Penalty: 3009.939209 Iteration 0F: 3 clusters Score -53736.05 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -54312.312500 Penalty: 3009.939209 Iteration 1F: 3 clusters Score -54312.31 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -54565.882812 Penalty: 3009.939209 Iteration 2F: 3 clusters Score -54565.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -54638.312500 Penalty: 3009.939209 Iteration 3Q: 3 clusters Score -54638.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -54682.308594 Penalty: 3009.939209 Iteration 4Q: 3 clusters Score -54682.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -54714.730469 Penalty: 3009.939209 Iteration 5Q: 3 clusters Score -54714.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -54733.023438 Penalty: 3009.939209 Iteration 6Q: 3 clusters Score -54733.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -54735.558594 Penalty: 3009.939209 Iteration 7Q: 3 clusters Score -54735.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -54735.558594 Penalty: 3009.939209 Iteration 8F: 3 clusters Score -54735.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Entering Unmasked Estep Score: -82978.835938 Penalty: 1586.438599 Iteration 0F: 2 clusters Score -82978.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -81438.132812 Penalty: 3172.877197 Iteration 0F: 3 clusters Score -81438.13 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -81660.640625 Penalty: 3172.877197 Iteration 1F: 3 clusters Score -81660.64 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -81795.117188 Penalty: 3172.877197 Iteration 2F: 3 clusters Score -81795.12 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -81846.593750 Penalty: 3172.877197 Iteration 3Q: 3 clusters Score -81846.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -81885.835938 Penalty: 3172.877197 Iteration 4Q: 3 clusters Score -81885.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -81906.929688 Penalty: 3172.877197 Iteration 5Q: 3 clusters Score -81906.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -81952.695312 Penalty: 3172.877197 Iteration 6Q: 3 clusters Score -81952.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -81974.960938 Penalty: 3172.877197 Iteration 7Q: 3 clusters Score -81974.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -81980.554688 Penalty: 3172.877197 Iteration 8Q: 3 clusters Score -81980.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -81990.171875 Penalty: 3172.877197 Iteration 9Q: 3 clusters Score -81990.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -81992.929688 Penalty: 3172.877197 Iteration 10Q: 3 clusters Score -81992.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -81992.929688 Penalty: 3172.877197 Iteration 11F: 3 clusters Score -81992.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (13642 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13642 members Entering Unmasked Estep Score: -2178758.500000 Penalty: 2361.185303 Iteration 0F: 2 clusters Score -2178758 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -2168805.250000 Penalty: 4722.370605 Iteration 0F: 3 clusters Score -2168805 nChanged 5878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6836 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -2171970.750000 Penalty: 4722.370605 Iteration 1F: 3 clusters Score -2171971 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -2172388.500000 Penalty: 4722.370605 Iteration 2F: 3 clusters Score -2172388 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -2172731.500000 Penalty: 4722.370605 Iteration 3F: 3 clusters Score -2172732 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -2173067.000000 Penalty: 4722.370605 Iteration 4Q: 3 clusters Score -2173067 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7444 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -2173424.500000 Penalty: 4722.370605 Iteration 5Q: 3 clusters Score -2173424 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -2173856.250000 Penalty: 4722.370605 Iteration 6F: 3 clusters Score -2173856 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -2174301.250000 Penalty: 4722.370605 Iteration 7F: 3 clusters Score -2174301 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8877 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -2174748.250000 Penalty: 4722.370605 Iteration 8F: 3 clusters Score -2174748 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9446 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -2175186.750000 Penalty: 4722.370605 Iteration 9F: 3 clusters Score -2175187 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -2175591.000000 Penalty: 4722.370605 Iteration 10Q: 3 clusters Score -2175591 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10525 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -2175949.500000 Penalty: 4722.370605 Iteration 11Q: 3 clusters Score -2175950 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11021 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -2176288.500000 Penalty: 4722.370605 Iteration 12Q: 3 clusters Score -2176288 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11444 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -2176571.500000 Penalty: 4722.370605 Iteration 13Q: 3 clusters Score -2176572 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11802 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -2176792.000000 Penalty: 4722.370605 Iteration 14Q: 3 clusters Score -2176792 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12056 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -2176941.750000 Penalty: 4722.370605 Iteration 15Q: 3 clusters Score -2176942 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -2177049.000000 Penalty: 4722.370605 Iteration 16Q: 3 clusters Score -2177049 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -2177129.250000 Penalty: 4722.370605 Iteration 17Q: 3 clusters Score -2177129 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12533 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -2177215.500000 Penalty: 4722.370605 Iteration 18Q: 3 clusters Score -2177216 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12632 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -2177258.250000 Penalty: 4722.370605 Iteration 19Q: 3 clusters Score -2177258 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12697 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -2177301.750000 Penalty: 4722.370605 Iteration 20F: 3 clusters Score -2177302 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -2177328.750000 Penalty: 4722.370605 Iteration 21Q: 3 clusters Score -2177329 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12788 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -2177346.250000 Penalty: 4722.370605 Iteration 22Q: 3 clusters Score -2177346 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12814 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -2177362.250000 Penalty: 4722.370605 Iteration 23Q: 3 clusters Score -2177362 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12835 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -2177367.500000 Penalty: 4722.370605 Iteration 24Q: 3 clusters Score -2177368 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12848 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -2177373.250000 Penalty: 4722.370605 Iteration 25Q: 3 clusters Score -2177373 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12863 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -2177385.250000 Penalty: 4722.370605 Iteration 26Q: 3 clusters Score -2177385 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12874 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -2177388.250000 Penalty: 4722.370605 Iteration 27Q: 3 clusters Score -2177388 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -2177387.750000 Penalty: 4722.370605 Iteration 28Q: 3 clusters Score -2177388 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12879 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -2177388.750000 Penalty: 4722.370605 Iteration 29Q: 3 clusters Score -2177389 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12884 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -2177392.000000 Penalty: 4722.370605 Iteration 30Q: 3 clusters Score -2177392 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -2177392.500000 Penalty: 4722.370605 Iteration 31Q: 3 clusters Score -2177392 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12892 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -2177395.250000 Penalty: 4722.370605 Iteration 32Q: 3 clusters Score -2177395 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12895 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -2177395.000000 Penalty: 4722.370605 Iteration 33Q: 3 clusters Score -2177395 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12896 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -2177398.000000 Penalty: 4722.370605 Iteration 34Q: 3 clusters Score -2177398 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12896 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -2177398.000000 Penalty: 4722.370605 Iteration 35F: 3 clusters Score -2177398 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (33539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33539 members Entering Unmasked Estep Score: -5465537.000000 Penalty: 2584.275146 Iteration 0F: 2 clusters Score -5465537 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16748 members Mstep: Class 2 contains 16791 members Entering Unmasked Estep Score: -5442781.000000 Penalty: 5168.550293 Iteration 0F: 3 clusters Score -5442781 nChanged 15189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16485 members Mstep: Class 2 contains 17054 members Entering Unmasked Estep Score: -5450997.000000 Penalty: 5168.550293 Iteration 1F: 3 clusters Score -5450997 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16230 members Mstep: Class 2 contains 17309 members Entering Unmasked Estep Score: -5451748.500000 Penalty: 5168.550293 Iteration 2F: 3 clusters Score -5451748 nChanged 1751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15917 members Mstep: Class 2 contains 17622 members Entering Unmasked Estep Score: -5452652.000000 Penalty: 5168.550293 Iteration 3F: 3 clusters Score -5452652 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15579 members Mstep: Class 2 contains 17960 members Entering Unmasked Estep Score: -5453696.000000 Penalty: 5168.550293 Iteration 4F: 3 clusters Score -5453696 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15250 members Mstep: Class 2 contains 18289 members Entering Unmasked Estep Score: -5454985.500000 Penalty: 5168.550293 Iteration 5F: 3 clusters Score -5454986 nChanged 2109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14953 members Mstep: Class 2 contains 18586 members Entering Unmasked Estep Score: -5456487.500000 Penalty: 5168.550293 Iteration 6F: 3 clusters Score -5456488 nChanged 2188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14825 members Mstep: Class 2 contains 18714 members Entering Unmasked Estep Score: -5458171.500000 Penalty: 5168.550293 Iteration 7F: 3 clusters Score -5458172 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14871 members Mstep: Class 2 contains 18668 members Entering Unmasked Estep Score: -5459923.500000 Penalty: 5168.550293 Iteration 8F: 3 clusters Score -5459924 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15081 members Mstep: Class 2 contains 18458 members Entering Unmasked Estep Score: -5461457.500000 Penalty: 5168.550293 Iteration 9F: 3 clusters Score -5461458 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15336 members Mstep: Class 2 contains 18203 members Entering Unmasked Estep Score: -5462398.000000 Penalty: 5168.550293 Iteration 10F: 3 clusters Score -5462398 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15630 members Mstep: Class 2 contains 17909 members Entering Unmasked Estep Score: -5462998.500000 Penalty: 5168.550293 Iteration 11Q: 3 clusters Score -5462998 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15953 members Mstep: Class 2 contains 17586 members Entering Unmasked Estep Score: -5463399.500000 Penalty: 5168.550293 Iteration 12Q: 3 clusters Score -5463400 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16298 members Mstep: Class 2 contains 17241 members Entering Unmasked Estep Score: -5463603.000000 Penalty: 5168.550293 Iteration 13Q: 3 clusters Score -5463603 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16659 members Mstep: Class 2 contains 16880 members Entering Unmasked Estep Score: -5463767.500000 Penalty: 5168.550293 Iteration 14Q: 3 clusters Score -5463768 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16986 members Mstep: Class 2 contains 16553 members Entering Unmasked Estep Score: -5463929.000000 Penalty: 5168.550293 Iteration 15Q: 3 clusters Score -5463929 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17348 members Mstep: Class 2 contains 16191 members Entering Unmasked Estep Score: -5464053.500000 Penalty: 5168.550293 Iteration 16Q: 3 clusters Score -5464054 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17686 members Mstep: Class 2 contains 15853 members Entering Unmasked Estep Score: -5464184.500000 Penalty: 5168.550293 Iteration 17Q: 3 clusters Score -5464184 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18019 members Mstep: Class 2 contains 15520 members Entering Unmasked Estep Score: -5464330.500000 Penalty: 5168.550293 Iteration 18Q: 3 clusters Score -5464330 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18360 members Mstep: Class 2 contains 15179 members Entering Unmasked Estep Score: -5464486.000000 Penalty: 5168.550293 Iteration 19Q: 3 clusters Score -5464486 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18693 members Mstep: Class 2 contains 14846 members Entering Unmasked Estep Score: -5464616.500000 Penalty: 5168.550293 Iteration 20F: 3 clusters Score -5464616 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19039 members Mstep: Class 2 contains 14500 members Entering Unmasked Estep Score: -5464743.500000 Penalty: 5168.550293 Iteration 21Q: 3 clusters Score -5464744 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19427 members Mstep: Class 2 contains 14112 members Entering Unmasked Estep Score: -5464886.000000 Penalty: 5168.550293 Iteration 22Q: 3 clusters Score -5464886 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19780 members Mstep: Class 2 contains 13759 members Entering Unmasked Estep Score: -5464987.000000 Penalty: 5168.550293 Iteration 23Q: 3 clusters Score -5464987 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20171 members Mstep: Class 2 contains 13368 members Entering Unmasked Estep Score: -5465070.000000 Penalty: 5168.550293 Iteration 24Q: 3 clusters Score -5465070 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20600 members Mstep: Class 2 contains 12939 members Entering Unmasked Estep Score: -5465223.000000 Penalty: 5168.550293 Iteration 25Q: 3 clusters Score -5465223 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21035 members Mstep: Class 2 contains 12504 members Entering Unmasked Estep Score: -5465347.000000 Penalty: 5168.550293 Iteration 26Q: 3 clusters Score -5465347 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21473 members Mstep: Class 2 contains 12066 members Entering Unmasked Estep Score: -5465481.500000 Penalty: 5168.550293 Iteration 27Q: 3 clusters Score -5465482 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21867 members Mstep: Class 2 contains 11672 members Entering Unmasked Estep Score: -5465570.000000 Penalty: 5168.550293 Iteration 28Q: 3 clusters Score -5465570 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22231 members Mstep: Class 2 contains 11308 members Entering Unmasked Estep Score: -5465647.000000 Penalty: 5168.550293 Iteration 29Q: 3 clusters Score -5465647 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22539 members Mstep: Class 2 contains 11000 members Entering Unmasked Estep Score: -5465703.500000 Penalty: 5168.550293 Iteration 30Q: 3 clusters Score -5465704 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22812 members Mstep: Class 2 contains 10727 members Entering Unmasked Estep Score: -5465734.000000 Penalty: 5168.550293 Iteration 31Q: 3 clusters Score -5465734 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23071 members Mstep: Class 2 contains 10468 members Entering Unmasked Estep Score: -5465789.500000 Penalty: 5168.550293 Iteration 32Q: 3 clusters Score -5465790 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23306 members Mstep: Class 2 contains 10233 members Entering Unmasked Estep Score: -5465827.500000 Penalty: 5168.550293 Iteration 33Q: 3 clusters Score -5465828 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23517 members Mstep: Class 2 contains 10022 members Entering Unmasked Estep Score: -5465871.500000 Penalty: 5168.550293 Iteration 34Q: 3 clusters Score -5465872 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23739 members Mstep: Class 2 contains 9800 members Entering Unmasked Estep Score: -5465913.500000 Penalty: 5168.550293 Iteration 35Q: 3 clusters Score -5465914 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23927 members Mstep: Class 2 contains 9612 members Entering Unmasked Estep Score: -5465955.500000 Penalty: 5168.550293 Iteration 36Q: 3 clusters Score -5465956 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24098 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -5465960.500000 Penalty: 5168.550293 Iteration 37Q: 3 clusters Score -5465960 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24233 members Mstep: Class 2 contains 9306 members Entering Unmasked Estep Score: -5465981.500000 Penalty: 5168.550293 Iteration 38Q: 3 clusters Score -5465982 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24341 members Mstep: Class 2 contains 9198 members Entering Unmasked Estep Score: -5465981.500000 Penalty: 5168.550293 Iteration 39Q: 3 clusters Score -5465982 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24433 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: -5465986.000000 Penalty: 5168.550293 Iteration 40F: 3 clusters Score -5465986 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24508 members Mstep: Class 2 contains 9031 members Entering Unmasked Estep Score: -5466005.500000 Penalty: 5168.550293 Iteration 41Q: 3 clusters Score -5466006 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24572 members Mstep: Class 2 contains 8967 members Entering Unmasked Estep Score: -5466019.500000 Penalty: 5168.550293 Iteration 42Q: 3 clusters Score -5466020 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24626 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -5466021.000000 Penalty: 5168.550293 Iteration 43Q: 3 clusters Score -5466021 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24672 members Mstep: Class 2 contains 8867 members Entering Unmasked Estep Score: -5466022.500000 Penalty: 5168.550293 Iteration 44Q: 3 clusters Score -5466022 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24707 members Mstep: Class 2 contains 8832 members Entering Unmasked Estep Score: -5466029.500000 Penalty: 5168.550293 Iteration 45Q: 3 clusters Score -5466030 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24744 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -5466028.000000 Penalty: 5168.550293 Iteration 46Q: 3 clusters Score -5466028 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24777 members Mstep: Class 2 contains 8762 members Entering Unmasked Estep Score: -5466029.000000 Penalty: 5168.550293 Iteration 47Q: 3 clusters Score -5466029 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24806 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -5466044.000000 Penalty: 5168.550293 Iteration 48Q: 3 clusters Score -5466044 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24830 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -5466039.500000 Penalty: 5168.550293 Iteration 49Q: 3 clusters Score -5466040 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24862 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -5466032.500000 Penalty: 5168.550293 Iteration 50Q: 3 clusters Score -5466032 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24897 members Mstep: Class 2 contains 8642 members Entering Unmasked Estep Score: -5466041.500000 Penalty: 5168.550293 Iteration 51Q: 3 clusters Score -5466042 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24936 members Mstep: Class 2 contains 8603 members Entering Unmasked Estep Score: -5466046.500000 Penalty: 5168.550293 Iteration 52Q: 3 clusters Score -5466046 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24970 members Mstep: Class 2 contains 8569 members Entering Unmasked Estep Score: -5466049.000000 Penalty: 5168.550293 Iteration 53Q: 3 clusters Score -5466049 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25007 members Mstep: Class 2 contains 8532 members Entering Unmasked Estep Score: -5466052.500000 Penalty: 5168.550293 Iteration 54Q: 3 clusters Score -5466052 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25031 members Mstep: Class 2 contains 8508 members Entering Unmasked Estep Score: -5466052.500000 Penalty: 5168.550293 Iteration 55Q: 3 clusters Score -5466052 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25050 members Mstep: Class 2 contains 8489 members Entering Unmasked Estep Score: -5466046.000000 Penalty: 5168.550293 Iteration 56Q: 3 clusters Score -5466046 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25063 members Mstep: Class 2 contains 8476 members Entering Unmasked Estep Score: -5466047.000000 Penalty: 5168.550293 Iteration 57Q: 3 clusters Score -5466047 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25077 members Mstep: Class 2 contains 8462 members Entering Unmasked Estep Score: -5466052.500000 Penalty: 5168.550293 Iteration 58Q: 3 clusters Score -5466052 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25097 members Mstep: Class 2 contains 8442 members Entering Unmasked Estep Score: -5466056.000000 Penalty: 5168.550293 Iteration 59Q: 3 clusters Score -5466056 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25113 members Mstep: Class 2 contains 8426 members Entering Unmasked Estep Score: -5466059.000000 Penalty: 5168.550293 Iteration 60F: 3 clusters Score -5466059 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25121 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -5466065.000000 Penalty: 5168.550293 Iteration 61Q: 3 clusters Score -5466065 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25127 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -5466059.500000 Penalty: 5168.550293 Iteration 62Q: 3 clusters Score -5466060 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25134 members Mstep: Class 2 contains 8405 members Entering Unmasked Estep Score: -5466069.000000 Penalty: 5168.550293 Iteration 63Q: 3 clusters Score -5466069 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25142 members Mstep: Class 2 contains 8397 members Entering Unmasked Estep Score: -5466063.500000 Penalty: 5168.550293 Iteration 64Q: 3 clusters Score -5466064 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25151 members Mstep: Class 2 contains 8388 members Entering Unmasked Estep Score: -5466061.000000 Penalty: 5168.550293 Iteration 65Q: 3 clusters Score -5466061 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25154 members Mstep: Class 2 contains 8385 members Entering Unmasked Estep Score: -5466069.500000 Penalty: 5168.550293 Iteration 66Q: 3 clusters Score -5466070 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25156 members Mstep: Class 2 contains 8383 members Entering Unmasked Estep Score: -5466072.500000 Penalty: 5168.550293 Iteration 67Q: 3 clusters Score -5466072 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25159 members Mstep: Class 2 contains 8380 members Entering Unmasked Estep Score: -5466070.500000 Penalty: 5168.550293 Iteration 68Q: 3 clusters Score -5466070 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25163 members Mstep: Class 2 contains 8376 members Entering Unmasked Estep Score: -5466072.500000 Penalty: 5168.550293 Iteration 69Q: 3 clusters Score -5466072 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25166 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -5466073.500000 Penalty: 5168.550293 Iteration 70Q: 3 clusters Score -5466074 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25172 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -5466074.000000 Penalty: 5168.550293 Iteration 71Q: 3 clusters Score -5466074 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25176 members Mstep: Class 2 contains 8363 members Entering Unmasked Estep Score: -5466070.000000 Penalty: 5168.550293 Iteration 72Q: 3 clusters Score -5466070 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25181 members Mstep: Class 2 contains 8358 members Entering Unmasked Estep Score: -5466074.500000 Penalty: 5168.550293 Iteration 73Q: 3 clusters Score -5466074 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25183 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -5466077.000000 Penalty: 5168.550293 Iteration 74Q: 3 clusters Score -5466077 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25184 members Mstep: Class 2 contains 8355 members Entering Unmasked Estep Score: -5466077.000000 Penalty: 5168.550293 Iteration 75Q: 3 clusters Score -5466077 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25186 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -5466072.000000 Penalty: 5168.550293 Iteration 76Q: 3 clusters Score -5466072 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25190 members Mstep: Class 2 contains 8349 members Entering Unmasked Estep Score: -5466076.000000 Penalty: 5168.550293 Iteration 77Q: 3 clusters Score -5466076 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25198 members Mstep: Class 2 contains 8341 members Entering Unmasked Estep Score: -5466072.500000 Penalty: 5168.550293 Iteration 78Q: 3 clusters Score -5466072 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25202 members Mstep: Class 2 contains 8337 members Entering Unmasked Estep Score: -5466075.500000 Penalty: 5168.550293 Iteration 79Q: 3 clusters Score -5466076 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25205 members Mstep: Class 2 contains 8334 members Entering Unmasked Estep Score: -5466073.000000 Penalty: 5168.550293 Iteration 80F: 3 clusters Score -5466073 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25208 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -5466069.500000 Penalty: 5168.550293 Iteration 81Q: 3 clusters Score -5466070 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25213 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -5466067.000000 Penalty: 5168.550293 Iteration 82Q: 3 clusters Score -5466067 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25221 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -5466068.500000 Penalty: 5168.550293 Iteration 83Q: 3 clusters Score -5466068 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25231 members Mstep: Class 2 contains 8308 members Entering Unmasked Estep Score: -5466068.000000 Penalty: 5168.550293 Iteration 84Q: 3 clusters Score -5466068 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25242 members Mstep: Class 2 contains 8297 members Entering Unmasked Estep Score: -5466071.500000 Penalty: 5168.550293 Iteration 85Q: 3 clusters Score -5466072 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25255 members Mstep: Class 2 contains 8284 members Entering Unmasked Estep Score: -5466075.500000 Penalty: 5168.550293 Iteration 86Q: 3 clusters Score -5466076 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25267 members Mstep: Class 2 contains 8272 members Entering Unmasked Estep Score: -5466076.000000 Penalty: 5168.550293 Iteration 87Q: 3 clusters Score -5466076 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25281 members Mstep: Class 2 contains 8258 members Entering Unmasked Estep Score: -5466067.000000 Penalty: 5168.550293 Iteration 88Q: 3 clusters Score -5466067 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25291 members Mstep: Class 2 contains 8248 members Entering Unmasked Estep Score: -5466076.000000 Penalty: 5168.550293 Iteration 89Q: 3 clusters Score -5466076 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25301 members Mstep: Class 2 contains 8238 members Entering Unmasked Estep Score: -5466083.500000 Penalty: 5168.550293 Iteration 90Q: 3 clusters Score -5466084 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25313 members Mstep: Class 2 contains 8226 members Entering Unmasked Estep Score: -5466074.500000 Penalty: 5168.550293 Iteration 91Q: 3 clusters Score -5466074 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25327 members Mstep: Class 2 contains 8212 members Entering Unmasked Estep Score: -5466069.000000 Penalty: 5168.550293 Iteration 92Q: 3 clusters Score -5466069 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25335 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -5466072.500000 Penalty: 5168.550293 Iteration 93Q: 3 clusters Score -5466072 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25345 members Mstep: Class 2 contains 8194 members Entering Unmasked Estep Score: -5466071.000000 Penalty: 5168.550293 Iteration 94Q: 3 clusters Score -5466071 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25356 members Mstep: Class 2 contains 8183 members Entering Unmasked Estep Score: -5466070.500000 Penalty: 5168.550293 Iteration 95Q: 3 clusters Score -5466070 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25367 members Mstep: Class 2 contains 8172 members Entering Unmasked Estep Score: -5466069.500000 Penalty: 5168.550293 Iteration 96Q: 3 clusters Score -5466070 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25382 members Mstep: Class 2 contains 8157 members Entering Unmasked Estep Score: -5466078.500000 Penalty: 5168.550293 Iteration 97Q: 3 clusters Score -5466078 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25393 members Mstep: Class 2 contains 8146 members Entering Unmasked Estep Score: -5466078.000000 Penalty: 5168.550293 Iteration 98Q: 3 clusters Score -5466078 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25407 members Mstep: Class 2 contains 8132 members Entering Unmasked Estep Score: -5466076.000000 Penalty: 5168.550293 Iteration 99Q: 3 clusters Score -5466076 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25417 members Mstep: Class 2 contains 8122 members Entering Unmasked Estep Score: -5466074.500000 Penalty: 5168.550293 Iteration 100F: 3 clusters Score -5466074 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25423 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -5466078.500000 Penalty: 5168.550293 Iteration 101Q: 3 clusters Score -5466078 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25430 members Mstep: Class 2 contains 8109 members Entering Unmasked Estep Score: -5466079.500000 Penalty: 5168.550293 Iteration 102Q: 3 clusters Score -5466080 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25435 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -5466080.500000 Penalty: 5168.550293 Iteration 103Q: 3 clusters Score -5466080 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25439 members Mstep: Class 2 contains 8100 members Entering Unmasked Estep Score: -5466087.000000 Penalty: 5168.550293 Iteration 104Q: 3 clusters Score -5466087 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25440 members Mstep: Class 2 contains 8099 members Entering Unmasked Estep Score: -5466086.000000 Penalty: 5168.550293 Iteration 105Q: 3 clusters Score -5466086 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25440 members Mstep: Class 2 contains 8099 members Entering Unmasked Estep Score: -5466086.000000 Penalty: 5168.550293 Iteration 106F: 3 clusters Score -5466086 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2183 members Mstep: Class 4 contains 6278 members Mstep: Class 5 contains 373 members Mstep: Class 6 contains 481 members Mstep: Class 7 contains 45744 members Mstep: Class 8 contains 4038 members Mstep: Class 9 contains 39476 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 13642 members Mstep: Class 16 contains 25440 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 592 members Mstep: Class 19 contains 28659 members Mstep: Class 20 contains 4416 members Mstep: Class 21 contains 40714 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11218 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 8099 members Entering Unmasked Estep Score: -37740256.000000 Penalty: 79767.406250 Splitting cluster 16 changes total score from -37739500.000000 to -37740256.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 17 (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: -77143.625000 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -77143.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -75611.812500 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -75611.81 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -75866.625000 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -75866.62 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -75990.062500 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -75990.06 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -76068.000000 Penalty: 3131.519775 Iteration 3F: 3 clusters Score -76068 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -76147.062500 Penalty: 3131.519775 Iteration 4Q: 3 clusters Score -76147.06 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -76219.492188 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -76219.49 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -76317.070312 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -76317.07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -76409.015625 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -76409.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -76482.859375 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -76482.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -76587.015625 Penalty: 3131.519775 Iteration 9Q: 3 clusters Score -76587.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -76645.929688 Penalty: 3131.519775 Iteration 10Q: 3 clusters Score -76645.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -76662.125000 Penalty: 3131.519775 Iteration 11Q: 3 clusters Score -76662.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -76675.054688 Penalty: 3131.519775 Iteration 12Q: 3 clusters Score -76675.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -76683.195312 Penalty: 3131.519775 Iteration 13Q: 3 clusters Score -76683.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -76700.375000 Penalty: 3131.519775 Iteration 14Q: 3 clusters Score -76700.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -76703.953125 Penalty: 3131.519775 Iteration 15Q: 3 clusters Score -76703.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -76703.953125 Penalty: 3131.519775 Iteration 16F: 3 clusters Score -76703.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (28659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28659 members Entering Unmasked Estep Score: -4601749.500000 Penalty: 2545.279297 Iteration 0F: 2 clusters Score -4601750 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14436 members Mstep: Class 2 contains 14223 members Entering Unmasked Estep Score: -4581928.500000 Penalty: 5090.558594 Iteration 0F: 3 clusters Score -4581928 nChanged 12946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14750 members Mstep: Class 2 contains 13909 members Entering Unmasked Estep Score: -4589159.500000 Penalty: 5090.558594 Iteration 1F: 3 clusters Score -4589160 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14912 members Mstep: Class 2 contains 13747 members Entering Unmasked Estep Score: -4589766.000000 Penalty: 5090.558594 Iteration 2F: 3 clusters Score -4589766 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15159 members Mstep: Class 2 contains 13500 members Entering Unmasked Estep Score: -4590355.000000 Penalty: 5090.558594 Iteration 3Q: 3 clusters Score -4590355 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15432 members Mstep: Class 2 contains 13227 members Entering Unmasked Estep Score: -4590964.500000 Penalty: 5090.558594 Iteration 4Q: 3 clusters Score -4590964 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15755 members Mstep: Class 2 contains 12904 members Entering Unmasked Estep Score: -4591533.000000 Penalty: 5090.558594 Iteration 5Q: 3 clusters Score -4591533 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16201 members Mstep: Class 2 contains 12458 members Entering Unmasked Estep Score: -4592161.500000 Penalty: 5090.558594 Iteration 6Q: 3 clusters Score -4592162 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16760 members Mstep: Class 2 contains 11899 members Entering Unmasked Estep Score: -4592774.500000 Penalty: 5090.558594 Iteration 7Q: 3 clusters Score -4592774 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17451 members Mstep: Class 2 contains 11208 members Entering Unmasked Estep Score: -4593403.000000 Penalty: 5090.558594 Iteration 8Q: 3 clusters Score -4593403 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18266 members Mstep: Class 2 contains 10393 members Entering Unmasked Estep Score: -4594116.000000 Penalty: 5090.558594 Iteration 9Q: 3 clusters Score -4594116 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19123 members Mstep: Class 2 contains 9536 members Entering Unmasked Estep Score: -4594757.000000 Penalty: 5090.558594 Iteration 10Q: 3 clusters Score -4594757 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20016 members Mstep: Class 2 contains 8643 members Entering Unmasked Estep Score: -4595365.500000 Penalty: 5090.558594 Iteration 11Q: 3 clusters Score -4595366 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20830 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -4595861.500000 Penalty: 5090.558594 Iteration 12Q: 3 clusters Score -4595862 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21622 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -4596283.000000 Penalty: 5090.558594 Iteration 13Q: 3 clusters Score -4596283 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22354 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -4596665.500000 Penalty: 5090.558594 Iteration 14Q: 3 clusters Score -4596666 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23040 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -4596997.000000 Penalty: 5090.558594 Iteration 15Q: 3 clusters Score -4596997 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23680 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -4597310.000000 Penalty: 5090.558594 Iteration 16Q: 3 clusters Score -4597310 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24256 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -4597595.000000 Penalty: 5090.558594 Iteration 17Q: 3 clusters Score -4597595 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24814 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -4597885.000000 Penalty: 5090.558594 Iteration 18Q: 3 clusters Score -4597885 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25324 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -4598164.000000 Penalty: 5090.558594 Iteration 19Q: 3 clusters Score -4598164 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25790 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -4598451.000000 Penalty: 5090.558594 Iteration 20F: 3 clusters Score -4598451 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26189 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -4598709.500000 Penalty: 5090.558594 Iteration 21Q: 3 clusters Score -4598710 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26542 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -4598926.000000 Penalty: 5090.558594 Iteration 22Q: 3 clusters Score -4598926 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26828 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -4599109.500000 Penalty: 5090.558594 Iteration 23Q: 3 clusters Score -4599110 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27062 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -4599267.000000 Penalty: 5090.558594 Iteration 24Q: 3 clusters Score -4599267 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27226 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -4599365.000000 Penalty: 5090.558594 Iteration 25Q: 3 clusters Score -4599365 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27348 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -4599443.500000 Penalty: 5090.558594 Iteration 26Q: 3 clusters Score -4599444 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27446 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -4599504.000000 Penalty: 5090.558594 Iteration 27Q: 3 clusters Score -4599504 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27520 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -4599552.500000 Penalty: 5090.558594 Iteration 28Q: 3 clusters Score -4599552 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27576 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -4599582.000000 Penalty: 5090.558594 Iteration 29Q: 3 clusters Score -4599582 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27616 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -4599611.000000 Penalty: 5090.558594 Iteration 30Q: 3 clusters Score -4599611 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27659 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -4599637.500000 Penalty: 5090.558594 Iteration 31Q: 3 clusters Score -4599638 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27700 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -4599663.000000 Penalty: 5090.558594 Iteration 32Q: 3 clusters Score -4599663 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27729 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -4599678.000000 Penalty: 5090.558594 Iteration 33Q: 3 clusters Score -4599678 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27758 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -4599691.500000 Penalty: 5090.558594 Iteration 34Q: 3 clusters Score -4599692 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27773 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -4599706.000000 Penalty: 5090.558594 Iteration 35Q: 3 clusters Score -4599706 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27797 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -4599725.500000 Penalty: 5090.558594 Iteration 36Q: 3 clusters Score -4599726 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27815 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -4599735.000000 Penalty: 5090.558594 Iteration 37Q: 3 clusters Score -4599735 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27823 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -4599745.500000 Penalty: 5090.558594 Iteration 38Q: 3 clusters Score -4599746 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27831 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -4599749.500000 Penalty: 5090.558594 Iteration 39Q: 3 clusters Score -4599750 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27839 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -4599749.500000 Penalty: 5090.558594 Iteration 40F: 3 clusters Score -4599750 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27846 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -4599755.500000 Penalty: 5090.558594 Iteration 41Q: 3 clusters Score -4599756 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27852 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -4599759.000000 Penalty: 5090.558594 Iteration 42Q: 3 clusters Score -4599759 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27859 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -4599758.500000 Penalty: 5090.558594 Iteration 43Q: 3 clusters Score -4599758 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27865 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -4599765.000000 Penalty: 5090.558594 Iteration 44Q: 3 clusters Score -4599765 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27868 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -4599769.000000 Penalty: 5090.558594 Iteration 45Q: 3 clusters Score -4599769 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27874 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -4599773.000000 Penalty: 5090.558594 Iteration 46Q: 3 clusters Score -4599773 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27877 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -4599770.500000 Penalty: 5090.558594 Iteration 47Q: 3 clusters Score -4599770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27878 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -4599772.500000 Penalty: 5090.558594 Iteration 48Q: 3 clusters Score -4599772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27881 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -4599772.000000 Penalty: 5090.558594 Iteration 49Q: 3 clusters Score -4599772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27884 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -4599780.500000 Penalty: 5090.558594 Iteration 50Q: 3 clusters Score -4599780 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27884 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -4599780.500000 Penalty: 5090.558594 Iteration 51F: 3 clusters Score -4599780 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Entering Unmasked Estep Score: -722791.687500 Penalty: 2081.461426 Iteration 0F: 2 clusters Score -722791.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -718716.000000 Penalty: 4162.922852 Iteration 0F: 3 clusters Score -718716 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -719690.812500 Penalty: 4162.922852 Iteration 1F: 3 clusters Score -719690.8 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -719957.812500 Penalty: 4162.922852 Iteration 2F: 3 clusters Score -719957.8 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -720143.437500 Penalty: 4162.922852 Iteration 3F: 3 clusters Score -720143.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -720293.500000 Penalty: 4162.922852 Iteration 4Q: 3 clusters Score -720293.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -720410.250000 Penalty: 4162.922852 Iteration 5Q: 3 clusters Score -720410.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -720510.687500 Penalty: 4162.922852 Iteration 6Q: 3 clusters Score -720510.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -720598.562500 Penalty: 4162.922852 Iteration 7Q: 3 clusters Score -720598.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -720692.625000 Penalty: 4162.922852 Iteration 8Q: 3 clusters Score -720692.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -720799.875000 Penalty: 4162.922852 Iteration 9Q: 3 clusters Score -720799.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -720886.625000 Penalty: 4162.922852 Iteration 10Q: 3 clusters Score -720886.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -720982.500000 Penalty: 4162.922852 Iteration 11Q: 3 clusters Score -720982.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -721107.750000 Penalty: 4162.922852 Iteration 12Q: 3 clusters Score -721107.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -721226.500000 Penalty: 4162.922852 Iteration 13Q: 3 clusters Score -721226.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -721360.187500 Penalty: 4162.922852 Iteration 14Q: 3 clusters Score -721360.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -721476.875000 Penalty: 4162.922852 Iteration 15Q: 3 clusters Score -721476.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -721591.125000 Penalty: 4162.922852 Iteration 16Q: 3 clusters Score -721591.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -721701.812500 Penalty: 4162.922852 Iteration 17Q: 3 clusters Score -721701.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -721808.687500 Penalty: 4162.922852 Iteration 18Q: 3 clusters Score -721808.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -721849.437500 Penalty: 4162.922852 Iteration 19Q: 3 clusters Score -721849.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -721885.312500 Penalty: 4162.922852 Iteration 20F: 3 clusters Score -721885.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -721916.187500 Penalty: 4162.922852 Iteration 21Q: 3 clusters Score -721916.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -721939.437500 Penalty: 4162.922852 Iteration 22Q: 3 clusters Score -721939.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -721955.062500 Penalty: 4162.922852 Iteration 23Q: 3 clusters Score -721955.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -721967.250000 Penalty: 4162.922852 Iteration 24Q: 3 clusters Score -721967.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -721973.500000 Penalty: 4162.922852 Iteration 25Q: 3 clusters Score -721973.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -721976.562500 Penalty: 4162.922852 Iteration 26Q: 3 clusters Score -721976.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -721977.750000 Penalty: 4162.922852 Iteration 27Q: 3 clusters Score -721977.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -721980.687500 Penalty: 4162.922852 Iteration 28Q: 3 clusters Score -721980.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -721980.687500 Penalty: 4162.922852 Iteration 29F: 3 clusters Score -721980.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (40714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40714 members Entering Unmasked Estep Score: -6617338.000000 Penalty: 2632.353271 Iteration 0F: 2 clusters Score -6617338 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20309 members Mstep: Class 2 contains 20405 members Entering Unmasked Estep Score: -6590019.000000 Penalty: 5264.706543 Iteration 0F: 3 clusters Score -6590019 nChanged 18677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20116 members Mstep: Class 2 contains 20598 members Entering Unmasked Estep Score: -6600341.500000 Penalty: 5264.706543 Iteration 1F: 3 clusters Score -6600342 nChanged 1859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19979 members Mstep: Class 2 contains 20735 members Entering Unmasked Estep Score: -6601017.000000 Penalty: 5264.706543 Iteration 2Q: 3 clusters Score -6601017 nChanged 1732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19775 members Mstep: Class 2 contains 20939 members Entering Unmasked Estep Score: -6601708.000000 Penalty: 5264.706543 Iteration 3Q: 3 clusters Score -6601708 nChanged 1860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19449 members Mstep: Class 2 contains 21265 members Entering Unmasked Estep Score: -6602476.000000 Penalty: 5264.706543 Iteration 4Q: 3 clusters Score -6602476 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19066 members Mstep: Class 2 contains 21648 members Entering Unmasked Estep Score: -6603396.000000 Penalty: 5264.706543 Iteration 5Q: 3 clusters Score -6603396 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18652 members Mstep: Class 2 contains 22062 members Entering Unmasked Estep Score: -6604529.500000 Penalty: 5264.706543 Iteration 6F: 3 clusters Score -6604530 nChanged 2285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18205 members Mstep: Class 2 contains 22509 members Entering Unmasked Estep Score: -6605917.500000 Penalty: 5264.706543 Iteration 7F: 3 clusters Score -6605918 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17781 members Mstep: Class 2 contains 22933 members Entering Unmasked Estep Score: -6607470.500000 Penalty: 5264.706543 Iteration 8F: 3 clusters Score -6607470 nChanged 2410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17365 members Mstep: Class 2 contains 23349 members Entering Unmasked Estep Score: -6608920.500000 Penalty: 5264.706543 Iteration 9F: 3 clusters Score -6608920 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17070 members Mstep: Class 2 contains 23644 members Entering Unmasked Estep Score: -6610011.000000 Penalty: 5264.706543 Iteration 10F: 3 clusters Score -6610011 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16911 members Mstep: Class 2 contains 23803 members Entering Unmasked Estep Score: -6610648.000000 Penalty: 5264.706543 Iteration 11Q: 3 clusters Score -6610648 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16760 members Mstep: Class 2 contains 23954 members Entering Unmasked Estep Score: -6611020.000000 Penalty: 5264.706543 Iteration 12Q: 3 clusters Score -6611020 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16605 members Mstep: Class 2 contains 24109 members Entering Unmasked Estep Score: -6611212.500000 Penalty: 5264.706543 Iteration 13Q: 3 clusters Score -6611212 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16458 members Mstep: Class 2 contains 24256 members Entering Unmasked Estep Score: -6611374.000000 Penalty: 5264.706543 Iteration 14Q: 3 clusters Score -6611374 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16271 members Mstep: Class 2 contains 24443 members Entering Unmasked Estep Score: -6611544.000000 Penalty: 5264.706543 Iteration 15Q: 3 clusters Score -6611544 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16065 members Mstep: Class 2 contains 24649 members Entering Unmasked Estep Score: -6611607.000000 Penalty: 5264.706543 Iteration 16Q: 3 clusters Score -6611607 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15861 members Mstep: Class 2 contains 24853 members Entering Unmasked Estep Score: -6611694.000000 Penalty: 5264.706543 Iteration 17Q: 3 clusters Score -6611694 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15649 members Mstep: Class 2 contains 25065 members Entering Unmasked Estep Score: -6611745.500000 Penalty: 5264.706543 Iteration 18Q: 3 clusters Score -6611746 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15425 members Mstep: Class 2 contains 25289 members Entering Unmasked Estep Score: -6611805.000000 Penalty: 5264.706543 Iteration 19Q: 3 clusters Score -6611805 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15186 members Mstep: Class 2 contains 25528 members Entering Unmasked Estep Score: -6611848.500000 Penalty: 5264.706543 Iteration 20F: 3 clusters Score -6611848 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14943 members Mstep: Class 2 contains 25771 members Entering Unmasked Estep Score: -6611879.000000 Penalty: 5264.706543 Iteration 21Q: 3 clusters Score -6611879 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14725 members Mstep: Class 2 contains 25989 members Entering Unmasked Estep Score: -6611920.000000 Penalty: 5264.706543 Iteration 22Q: 3 clusters Score -6611920 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14521 members Mstep: Class 2 contains 26193 members Entering Unmasked Estep Score: -6611938.500000 Penalty: 5264.706543 Iteration 23Q: 3 clusters Score -6611938 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14331 members Mstep: Class 2 contains 26383 members Entering Unmasked Estep Score: -6611964.000000 Penalty: 5264.706543 Iteration 24Q: 3 clusters Score -6611964 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14146 members Mstep: Class 2 contains 26568 members Entering Unmasked Estep Score: -6611984.500000 Penalty: 5264.706543 Iteration 25Q: 3 clusters Score -6611984 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13942 members Mstep: Class 2 contains 26772 members Entering Unmasked Estep Score: -6612027.500000 Penalty: 5264.706543 Iteration 26Q: 3 clusters Score -6612028 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13730 members Mstep: Class 2 contains 26984 members Entering Unmasked Estep Score: -6612079.500000 Penalty: 5264.706543 Iteration 27Q: 3 clusters Score -6612080 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13498 members Mstep: Class 2 contains 27216 members Entering Unmasked Estep Score: -6612135.000000 Penalty: 5264.706543 Iteration 28Q: 3 clusters Score -6612135 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 27448 members Entering Unmasked Estep Score: -6612173.000000 Penalty: 5264.706543 Iteration 29Q: 3 clusters Score -6612173 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13032 members Mstep: Class 2 contains 27682 members Entering Unmasked Estep Score: -6612245.000000 Penalty: 5264.706543 Iteration 30Q: 3 clusters Score -6612245 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12790 members Mstep: Class 2 contains 27924 members Entering Unmasked Estep Score: -6612274.500000 Penalty: 5264.706543 Iteration 31Q: 3 clusters Score -6612274 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12560 members Mstep: Class 2 contains 28154 members Entering Unmasked Estep Score: -6612285.500000 Penalty: 5264.706543 Iteration 32Q: 3 clusters Score -6612286 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12331 members Mstep: Class 2 contains 28383 members Entering Unmasked Estep Score: -6612327.500000 Penalty: 5264.706543 Iteration 33Q: 3 clusters Score -6612328 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12089 members Mstep: Class 2 contains 28625 members Entering Unmasked Estep Score: -6612378.000000 Penalty: 5264.706543 Iteration 34Q: 3 clusters Score -6612378 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 28839 members Entering Unmasked Estep Score: -6612402.500000 Penalty: 5264.706543 Iteration 35Q: 3 clusters Score -6612402 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 29048 members Entering Unmasked Estep Score: -6612434.000000 Penalty: 5264.706543 Iteration 36Q: 3 clusters Score -6612434 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 29276 members Entering Unmasked Estep Score: -6612458.500000 Penalty: 5264.706543 Iteration 37Q: 3 clusters Score -6612458 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11203 members Mstep: Class 2 contains 29511 members Entering Unmasked Estep Score: -6612505.500000 Penalty: 5264.706543 Iteration 38Q: 3 clusters Score -6612506 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10983 members Mstep: Class 2 contains 29731 members Entering Unmasked Estep Score: -6612560.000000 Penalty: 5264.706543 Iteration 39Q: 3 clusters Score -6612560 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10733 members Mstep: Class 2 contains 29981 members Entering Unmasked Estep Score: -6612600.000000 Penalty: 5264.706543 Iteration 40F: 3 clusters Score -6612600 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10452 members Mstep: Class 2 contains 30262 members Entering Unmasked Estep Score: -6612672.000000 Penalty: 5264.706543 Iteration 41Q: 3 clusters Score -6612672 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10149 members Mstep: Class 2 contains 30565 members Entering Unmasked Estep Score: -6612752.000000 Penalty: 5264.706543 Iteration 42Q: 3 clusters Score -6612752 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 30873 members Entering Unmasked Estep Score: -6612830.500000 Penalty: 5264.706543 Iteration 43Q: 3 clusters Score -6612830 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9538 members Mstep: Class 2 contains 31176 members Entering Unmasked Estep Score: -6612906.500000 Penalty: 5264.706543 Iteration 44Q: 3 clusters Score -6612906 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9222 members Mstep: Class 2 contains 31492 members Entering Unmasked Estep Score: -6612966.500000 Penalty: 5264.706543 Iteration 45Q: 3 clusters Score -6612966 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8911 members Mstep: Class 2 contains 31803 members Entering Unmasked Estep Score: -6613030.000000 Penalty: 5264.706543 Iteration 46Q: 3 clusters Score -6613030 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8575 members Mstep: Class 2 contains 32139 members Entering Unmasked Estep Score: -6613105.000000 Penalty: 5264.706543 Iteration 47Q: 3 clusters Score -6613105 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8233 members Mstep: Class 2 contains 32481 members Entering Unmasked Estep Score: -6613232.000000 Penalty: 5264.706543 Iteration 48Q: 3 clusters Score -6613232 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 32817 members Entering Unmasked Estep Score: -6613337.500000 Penalty: 5264.706543 Iteration 49Q: 3 clusters Score -6613338 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 33156 members Entering Unmasked Estep Score: -6613449.500000 Penalty: 5264.706543 Iteration 50Q: 3 clusters Score -6613450 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 33491 members Entering Unmasked Estep Score: -6613541.000000 Penalty: 5264.706543 Iteration 51Q: 3 clusters Score -6613541 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 33855 members Entering Unmasked Estep Score: -6613660.500000 Penalty: 5264.706543 Iteration 52Q: 3 clusters Score -6613660 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 34249 members Entering Unmasked Estep Score: -6613799.500000 Penalty: 5264.706543 Iteration 53Q: 3 clusters Score -6613800 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 34620 members Entering Unmasked Estep Score: -6613917.500000 Penalty: 5264.706543 Iteration 54Q: 3 clusters Score -6613918 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 34973 members Entering Unmasked Estep Score: -6614033.500000 Penalty: 5264.706543 Iteration 55Q: 3 clusters Score -6614034 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 35316 members Entering Unmasked Estep Score: -6614157.500000 Penalty: 5264.706543 Iteration 56Q: 3 clusters Score -6614158 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 35662 members Entering Unmasked Estep Score: -6614283.500000 Penalty: 5264.706543 Iteration 57Q: 3 clusters Score -6614284 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 36011 members Entering Unmasked Estep Score: -6614429.500000 Penalty: 5264.706543 Iteration 58Q: 3 clusters Score -6614430 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 36359 members Entering Unmasked Estep Score: -6614590.000000 Penalty: 5264.706543 Iteration 59Q: 3 clusters Score -6614590 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 36719 members Entering Unmasked Estep Score: -6614776.500000 Penalty: 5264.706543 Iteration 60F: 3 clusters Score -6614776 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 37069 members Entering Unmasked Estep Score: -6614974.500000 Penalty: 5264.706543 Iteration 61Q: 3 clusters Score -6614974 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 37427 members Entering Unmasked Estep Score: -6615235.500000 Penalty: 5264.706543 Iteration 62Q: 3 clusters Score -6615236 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 37782 members Entering Unmasked Estep Score: -6615520.000000 Penalty: 5264.706543 Iteration 63Q: 3 clusters Score -6615520 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 38125 members Entering Unmasked Estep Score: -6615808.500000 Penalty: 5264.706543 Iteration 64Q: 3 clusters Score -6615808 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 38414 members Entering Unmasked Estep Score: -6615960.500000 Penalty: 5264.706543 Iteration 65Q: 3 clusters Score -6615960 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 38678 members Entering Unmasked Estep Score: -6616101.500000 Penalty: 5264.706543 Iteration 66Q: 3 clusters Score -6616102 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 38872 members Entering Unmasked Estep Score: -6616210.500000 Penalty: 5264.706543 Iteration 67Q: 3 clusters Score -6616210 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 39032 members Entering Unmasked Estep Score: -6616292.000000 Penalty: 5264.706543 Iteration 68Q: 3 clusters Score -6616292 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 39145 members Entering Unmasked Estep Score: -6616329.000000 Penalty: 5264.706543 Iteration 69Q: 3 clusters Score -6616329 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 39212 members Entering Unmasked Estep Score: -6616352.000000 Penalty: 5264.706543 Iteration 70Q: 3 clusters Score -6616352 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 39263 members Entering Unmasked Estep Score: -6616378.000000 Penalty: 5264.706543 Iteration 71Q: 3 clusters Score -6616378 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 39309 members Entering Unmasked Estep Score: -6616402.500000 Penalty: 5264.706543 Iteration 72Q: 3 clusters Score -6616402 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 39351 members Entering Unmasked Estep Score: -6616427.000000 Penalty: 5264.706543 Iteration 73Q: 3 clusters Score -6616427 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 39398 members Entering Unmasked Estep Score: -6616453.500000 Penalty: 5264.706543 Iteration 74Q: 3 clusters Score -6616454 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 39426 members Entering Unmasked Estep Score: -6616466.500000 Penalty: 5264.706543 Iteration 75Q: 3 clusters Score -6616466 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 39447 members Entering Unmasked Estep Score: -6616467.000000 Penalty: 5264.706543 Iteration 76Q: 3 clusters Score -6616467 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 39460 members Entering Unmasked Estep Score: -6616481.500000 Penalty: 5264.706543 Iteration 77Q: 3 clusters Score -6616482 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 39471 members Entering Unmasked Estep Score: -6616491.000000 Penalty: 5264.706543 Iteration 78Q: 3 clusters Score -6616491 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 39482 members Entering Unmasked Estep Score: -6616484.500000 Penalty: 5264.706543 Iteration 79Q: 3 clusters Score -6616484 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 39489 members Entering Unmasked Estep Score: -6616496.000000 Penalty: 5264.706543 Iteration 80F: 3 clusters Score -6616496 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 39491 members Entering Unmasked Estep Score: -6616497.500000 Penalty: 5264.706543 Iteration 81Q: 3 clusters Score -6616498 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 39493 members Entering Unmasked Estep Score: -6616489.500000 Penalty: 5264.706543 Iteration 82Q: 3 clusters Score -6616490 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 39495 members Entering Unmasked Estep Score: -6616486.500000 Penalty: 5264.706543 Iteration 83Q: 3 clusters Score -6616486 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 39497 members Entering Unmasked Estep Score: -6616488.000000 Penalty: 5264.706543 Iteration 84Q: 3 clusters Score -6616488 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 39501 members Entering Unmasked Estep Score: -6616485.500000 Penalty: 5264.706543 Iteration 85Q: 3 clusters Score -6616486 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 39505 members Entering Unmasked Estep Score: -6616493.000000 Penalty: 5264.706543 Iteration 86Q: 3 clusters Score -6616493 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 39508 members Entering Unmasked Estep Score: -6616499.000000 Penalty: 5264.706543 Iteration 87Q: 3 clusters Score -6616499 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 39509 members Entering Unmasked Estep Score: -6616499.500000 Penalty: 5264.706543 Iteration 88Q: 3 clusters Score -6616500 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 39509 members Entering Unmasked Estep Score: -6616499.500000 Penalty: 5264.706543 Iteration 89F: 3 clusters Score -6616500 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Entering Unmasked Estep Score: -24654.728516 Penalty: 1303.858887 Iteration 0F: 2 clusters Score -24654.73 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 85 members Entering Unmasked Estep Score: -23652.060547 Penalty: 2607.717773 Iteration 0F: 3 clusters Score -23652.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -23744.626953 Penalty: 2607.717773 Iteration 1F: 3 clusters Score -23744.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -23749.261719 Penalty: 2607.717773 Iteration 2Q: 3 clusters Score -23749.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -23751.677734 Penalty: 2607.717773 Iteration 3Q: 3 clusters Score -23751.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -23771.595703 Penalty: 2607.717773 Iteration 4Q: 3 clusters Score -23771.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -23774.152344 Penalty: 2607.717773 Iteration 5Q: 3 clusters Score -23774.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -23774.152344 Penalty: 2607.717773 Iteration 6F: 3 clusters Score -23774.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Entering Unmasked Estep Score: -23065.855469 Penalty: 1355.030273 Iteration 0F: 2 clusters Score -23065.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -22184.349609 Penalty: 2710.060547 Iteration 0F: 3 clusters Score -22184.35 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -22389.574219 Penalty: 2710.060547 Iteration 1F: 3 clusters Score -22389.57 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -22528.824219 Penalty: 2710.060547 Iteration 2F: 3 clusters Score -22528.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -22581.203125 Penalty: 2710.060547 Iteration 3Q: 3 clusters Score -22581.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -22727.347656 Penalty: 2710.060547 Iteration 4Q: 3 clusters Score -22727.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -22761.177734 Penalty: 2710.060547 Iteration 5Q: 3 clusters Score -22761.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -22781.925781 Penalty: 2710.060547 Iteration 6Q: 3 clusters Score -22781.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -22781.925781 Penalty: 2710.060547 Iteration 7F: 3 clusters Score -22781.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (11218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11218 members Entering Unmasked Estep Score: -1790573.750000 Penalty: 2312.667969 Iteration 0F: 2 clusters Score -1790574 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -1782208.375000 Penalty: 4625.335938 Iteration 0F: 3 clusters Score -1782208 nChanged 4628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -1784833.750000 Penalty: 4625.335938 Iteration 1F: 3 clusters Score -1784834 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -1785418.000000 Penalty: 4625.335938 Iteration 2F: 3 clusters Score -1785418 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -1785992.250000 Penalty: 4625.335938 Iteration 3F: 3 clusters Score -1785992 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -1786549.875000 Penalty: 4625.335938 Iteration 4F: 3 clusters Score -1786550 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -1787064.250000 Penalty: 4625.335938 Iteration 5F: 3 clusters Score -1787064 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 8132 members Entering Unmasked Estep Score: -1787465.625000 Penalty: 4625.335938 Iteration 6F: 3 clusters Score -1787466 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -1787789.250000 Penalty: 4625.335938 Iteration 7Q: 3 clusters Score -1787789 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 8900 members Entering Unmasked Estep Score: -1788032.500000 Penalty: 4625.335938 Iteration 8Q: 3 clusters Score -1788032 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 9208 members Entering Unmasked Estep Score: -1788238.250000 Penalty: 4625.335938 Iteration 9Q: 3 clusters Score -1788238 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 9468 members Entering Unmasked Estep Score: -1788407.375000 Penalty: 4625.335938 Iteration 10Q: 3 clusters Score -1788407 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 9675 members Entering Unmasked Estep Score: -1788547.750000 Penalty: 4625.335938 Iteration 11Q: 3 clusters Score -1788548 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -1788667.500000 Penalty: 4625.335938 Iteration 12Q: 3 clusters Score -1788668 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 10013 members Entering Unmasked Estep Score: -1788753.125000 Penalty: 4625.335938 Iteration 13Q: 3 clusters Score -1788753 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 10129 members Entering Unmasked Estep Score: -1788827.375000 Penalty: 4625.335938 Iteration 14Q: 3 clusters Score -1788827 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 10224 members Entering Unmasked Estep Score: -1788893.000000 Penalty: 4625.335938 Iteration 15Q: 3 clusters Score -1788893 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 10300 members Entering Unmasked Estep Score: -1788941.875000 Penalty: 4625.335938 Iteration 16Q: 3 clusters Score -1788942 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 10345 members Entering Unmasked Estep Score: -1788972.750000 Penalty: 4625.335938 Iteration 17Q: 3 clusters Score -1788973 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 10392 members Entering Unmasked Estep Score: -1789005.625000 Penalty: 4625.335938 Iteration 18Q: 3 clusters Score -1789006 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 10427 members Entering Unmasked Estep Score: -1789024.750000 Penalty: 4625.335938 Iteration 19Q: 3 clusters Score -1789025 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 10461 members Entering Unmasked Estep Score: -1789048.750000 Penalty: 4625.335938 Iteration 20F: 3 clusters Score -1789049 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 10473 members Entering Unmasked Estep Score: -1789051.375000 Penalty: 4625.335938 Iteration 21Q: 3 clusters Score -1789051 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 10480 members Entering Unmasked Estep Score: -1789054.250000 Penalty: 4625.335938 Iteration 22Q: 3 clusters Score -1789054 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 10484 members Entering Unmasked Estep Score: -1789055.750000 Penalty: 4625.335938 Iteration 23Q: 3 clusters Score -1789056 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 10489 members Entering Unmasked Estep Score: -1789060.375000 Penalty: 4625.335938 Iteration 24Q: 3 clusters Score -1789060 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 10497 members Entering Unmasked Estep Score: -1789068.750000 Penalty: 4625.335938 Iteration 25Q: 3 clusters Score -1789069 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 10503 members Entering Unmasked Estep Score: -1789069.375000 Penalty: 4625.335938 Iteration 26Q: 3 clusters Score -1789069 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 10512 members Entering Unmasked Estep Score: -1789072.250000 Penalty: 4625.335938 Iteration 27Q: 3 clusters Score -1789072 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 10515 members Entering Unmasked Estep Score: -1789072.875000 Penalty: 4625.335938 Iteration 28Q: 3 clusters Score -1789073 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 10518 members Entering Unmasked Estep Score: -1789073.250000 Penalty: 4625.335938 Iteration 29Q: 3 clusters Score -1789073 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 10522 members Entering Unmasked Estep Score: -1789075.375000 Penalty: 4625.335938 Iteration 30Q: 3 clusters Score -1789075 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 10526 members Entering Unmasked Estep Score: -1789074.125000 Penalty: 4625.335938 Iteration 31Q: 3 clusters Score -1789074 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -1789075.250000 Penalty: 4625.335938 Iteration 32Q: 3 clusters Score -1789075 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 10528 members Entering Unmasked Estep Score: -1789075.500000 Penalty: 4625.335938 Iteration 33Q: 3 clusters Score -1789076 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 10529 members Entering Unmasked Estep Score: -1789077.250000 Penalty: 4625.335938 Iteration 34Q: 3 clusters Score -1789077 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 10529 members Entering Unmasked Estep Score: -1789077.250000 Penalty: 4625.335938 Iteration 35F: 3 clusters Score -1789077 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2183 members Mstep: Class 4 contains 6278 members Mstep: Class 5 contains 373 members Mstep: Class 6 contains 481 members Mstep: Class 7 contains 45744 members Mstep: Class 8 contains 4038 members Mstep: Class 9 contains 39476 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 432 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 13642 members Mstep: Class 16 contains 25440 members Mstep: Class 17 contains 552 members Mstep: Class 19 contains 28659 members Mstep: Class 20 contains 4416 members Mstep: Class 21 contains 40714 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11218 members Entering Unmasked Estep ConsiderDeletion Score: -37741372.000000 Penalty: 79767.406250 Iteration 79Q: 27 clusters Score -3.774137e+07 nChanged 1837 Entering Unmasked Mstep Mstep: Class 0 contains 227 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2154 members Mstep: Class 4 contains 6181 members Mstep: Class 5 contains 376 members Mstep: Class 6 contains 705 members Mstep: Class 7 contains 45808 members Mstep: Class 8 contains 4053 members Mstep: Class 9 contains 39542 members Mstep: Class 10 contains 304 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 430 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 13498 members Mstep: Class 16 contains 24970 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 592 members Mstep: Class 19 contains 28914 members Mstep: Class 20 contains 4422 members Mstep: Class 21 contains 40975 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 236 members Mstep: Class 24 contains 11224 members Mstep: Class 25 contains 715 members Mstep: Class 26 contains 7954 members Entering Unmasked Estep ConsiderDeletion Score: -37742668.000000 Penalty: 79767.406250 Iteration 80F: 27 clusters Score -3.774267e+07 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 223 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2128 members Mstep: Class 4 contains 6141 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 816 members Mstep: Class 7 contains 45884 members Mstep: Class 8 contains 4027 members Mstep: Class 9 contains 39595 members Mstep: Class 10 contains 303 members Mstep: Class 11 contains 287 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 426 members Mstep: Class 14 contains 598 members Mstep: Class 15 contains 13364 members Mstep: Class 16 contains 24709 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 595 members Mstep: Class 19 contains 28844 members Mstep: Class 20 contains 4400 members Mstep: Class 21 contains 40752 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 232 members Mstep: Class 24 contains 11243 members Mstep: Class 25 contains 717 members Mstep: Class 26 contains 8500 members Entering Unmasked Estep ConsiderDeletion Score: -37743304.000000 Penalty: 79767.406250 Iteration 81Q: 27 clusters Score -3.77433e+07 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2127 members Mstep: Class 4 contains 6118 members Mstep: Class 5 contains 384 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 45968 members Mstep: Class 8 contains 4019 members Mstep: Class 9 contains 39647 members Mstep: Class 10 contains 297 members Mstep: Class 11 contains 287 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 595 members Mstep: Class 15 contains 13222 members Mstep: Class 16 contains 24591 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 596 members Mstep: Class 19 contains 28809 members Mstep: Class 20 contains 4387 members Mstep: Class 21 contains 40632 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 231 members Mstep: Class 24 contains 11272 members Mstep: Class 25 contains 717 members Mstep: Class 26 contains 8744 members Entering Unmasked Estep ConsiderDeletion Score: -37743532.000000 Penalty: 79767.406250 Iteration 82Q: 27 clusters Score -3.774353e+07 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2122 members Mstep: Class 4 contains 6105 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 926 members Mstep: Class 7 contains 46027 members Mstep: Class 8 contains 4016 members Mstep: Class 9 contains 39709 members Mstep: Class 10 contains 284 members Mstep: Class 11 contains 287 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 595 members Mstep: Class 15 contains 13091 members Mstep: Class 16 contains 24468 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28791 members Mstep: Class 20 contains 4378 members Mstep: Class 21 contains 40581 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11290 members Mstep: Class 25 contains 718 members Mstep: Class 26 contains 8922 members Entering Unmasked Estep ConsiderDeletion Score: -37743948.000000 Penalty: 79767.406250 Iteration 83Q: 27 clusters Score -3.774395e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2120 members Mstep: Class 4 contains 6094 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 970 members Mstep: Class 7 contains 46068 members Mstep: Class 8 contains 4013 members Mstep: Class 9 contains 39788 members Mstep: Class 10 contains 266 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 12986 members Mstep: Class 16 contains 24394 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28778 members Mstep: Class 20 contains 4372 members Mstep: Class 21 contains 40511 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11292 members Mstep: Class 25 contains 718 members Mstep: Class 26 contains 9058 members Entering Unmasked Estep ConsiderDeletion Score: -37744168.000000 Penalty: 79767.406250 Iteration 84Q: 27 clusters Score -3.774417e+07 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2119 members Mstep: Class 4 contains 6078 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 46102 members Mstep: Class 8 contains 4009 members Mstep: Class 9 contains 39865 members Mstep: Class 10 contains 261 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 12883 members Mstep: Class 16 contains 24316 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28774 members Mstep: Class 20 contains 4367 members Mstep: Class 21 contains 40464 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11303 members Mstep: Class 25 contains 719 members Mstep: Class 26 contains 9172 members Entering Unmasked Estep ConsiderDeletion Score: -37744100.000000 Penalty: 79767.406250 Iteration 85Q: 27 clusters Score -3.77441e+07 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2119 members Mstep: Class 4 contains 6075 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1016 members Mstep: Class 7 contains 46146 members Mstep: Class 8 contains 4008 members Mstep: Class 9 contains 39925 members Mstep: Class 10 contains 257 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 12788 members Mstep: Class 16 contains 24248 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28760 members Mstep: Class 20 contains 4363 members Mstep: Class 21 contains 40446 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11302 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9256 members Entering Unmasked Estep ConsiderDeletion Score: -37744140.000000 Penalty: 79767.406250 Iteration 86Q: 27 clusters Score -3.774414e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2119 members Mstep: Class 4 contains 6072 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1021 members Mstep: Class 7 contains 46193 members Mstep: Class 8 contains 4003 members Mstep: Class 9 contains 39969 members Mstep: Class 10 contains 254 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 12705 members Mstep: Class 16 contains 24206 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28755 members Mstep: Class 20 contains 4360 members Mstep: Class 21 contains 40432 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11307 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9313 members Entering Unmasked Estep ConsiderDeletion Score: -37744224.000000 Penalty: 79767.406250 Iteration 87Q: 27 clusters Score -3.774422e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2119 members Mstep: Class 4 contains 6069 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1026 members Mstep: Class 7 contains 46241 members Mstep: Class 8 contains 4001 members Mstep: Class 9 contains 40015 members Mstep: Class 10 contains 253 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 12616 members Mstep: Class 16 contains 24177 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28748 members Mstep: Class 20 contains 4357 members Mstep: Class 21 contains 40423 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11311 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9353 members Entering Unmasked Estep ConsiderDeletion Score: -37744252.000000 Penalty: 79767.406250 Iteration 88Q: 27 clusters Score -3.774425e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2119 members Mstep: Class 4 contains 6068 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1028 members Mstep: Class 7 contains 46290 members Mstep: Class 8 contains 3996 members Mstep: Class 9 contains 40058 members Mstep: Class 10 contains 253 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 12545 members Mstep: Class 16 contains 24155 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28738 members Mstep: Class 20 contains 4354 members Mstep: Class 21 contains 40415 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11304 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9386 members Entering Unmasked Estep ConsiderDeletion Score: -37744248.000000 Penalty: 79767.406250 Iteration 89Q: 27 clusters Score -3.774425e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2119 members Mstep: Class 4 contains 6066 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1029 members Mstep: Class 7 contains 46339 members Mstep: Class 8 contains 3992 members Mstep: Class 9 contains 40081 members Mstep: Class 10 contains 253 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 12485 members Mstep: Class 16 contains 24141 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28730 members Mstep: Class 20 contains 4353 members Mstep: Class 21 contains 40418 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11297 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9406 members Entering Unmasked Estep ConsiderDeletion Score: -37744168.000000 Penalty: 79767.406250 Iteration 90Q: 27 clusters Score -3.774417e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2116 members Mstep: Class 4 contains 6068 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1030 members Mstep: Class 7 contains 46394 members Mstep: Class 8 contains 3989 members Mstep: Class 9 contains 40088 members Mstep: Class 10 contains 253 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 12430 members Mstep: Class 16 contains 24126 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28724 members Mstep: Class 20 contains 4352 members Mstep: Class 21 contains 40420 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11301 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9418 members Entering Unmasked Estep ConsiderDeletion Score: -37744204.000000 Penalty: 79767.406250 Iteration 91Q: 27 clusters Score -3.77442e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2112 members Mstep: Class 4 contains 6071 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1033 members Mstep: Class 7 contains 46436 members Mstep: Class 8 contains 3989 members Mstep: Class 9 contains 40116 members Mstep: Class 10 contains 253 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 12375 members Mstep: Class 16 contains 24111 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28717 members Mstep: Class 20 contains 4353 members Mstep: Class 21 contains 40412 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11297 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9434 members Entering Unmasked Estep ConsiderDeletion Score: -37744272.000000 Penalty: 79767.406250 Iteration 92Q: 27 clusters Score -3.774427e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2110 members Mstep: Class 4 contains 6069 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1033 members Mstep: Class 7 contains 46486 members Mstep: Class 8 contains 3987 members Mstep: Class 9 contains 40147 members Mstep: Class 10 contains 253 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 593 members Mstep: Class 15 contains 12307 members Mstep: Class 16 contains 24097 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28714 members Mstep: Class 20 contains 4353 members Mstep: Class 21 contains 40403 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11296 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9455 members Entering Unmasked Estep ConsiderDeletion Score: -37744312.000000 Penalty: 79767.406250 Iteration 93Q: 27 clusters Score -3.774431e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2108 members Mstep: Class 4 contains 6066 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1034 members Mstep: Class 7 contains 46545 members Mstep: Class 8 contains 3986 members Mstep: Class 9 contains 40167 members Mstep: Class 10 contains 253 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 593 members Mstep: Class 15 contains 12250 members Mstep: Class 16 contains 24081 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28708 members Mstep: Class 20 contains 4352 members Mstep: Class 21 contains 40392 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11285 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9483 members Entering Unmasked Estep ConsiderDeletion Score: -37744240.000000 Penalty: 79767.406250 Iteration 94Q: 27 clusters Score -3.774424e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2106 members Mstep: Class 4 contains 6068 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1035 members Mstep: Class 7 contains 46590 members Mstep: Class 8 contains 3986 members Mstep: Class 9 contains 40178 members Mstep: Class 10 contains 253 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 593 members Mstep: Class 15 contains 12205 members Mstep: Class 16 contains 24059 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28702 members Mstep: Class 20 contains 4351 members Mstep: Class 21 contains 40386 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11284 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9507 members Entering Unmasked Estep ConsiderDeletion Score: -37744248.000000 Penalty: 79767.406250 Iteration 95Q: 27 clusters Score -3.774425e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2106 members Mstep: Class 4 contains 6066 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1035 members Mstep: Class 7 contains 46623 members Mstep: Class 8 contains 3986 members Mstep: Class 9 contains 40193 members Mstep: Class 10 contains 253 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 593 members Mstep: Class 15 contains 12165 members Mstep: Class 16 contains 24043 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28695 members Mstep: Class 20 contains 4351 members Mstep: Class 21 contains 40388 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11279 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9527 members Entering Unmasked Estep ConsiderDeletion Score: -37744224.000000 Penalty: 79767.406250 Iteration 96Q: 27 clusters Score -3.774422e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2105 members Mstep: Class 4 contains 6066 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1036 members Mstep: Class 7 contains 46654 members Mstep: Class 8 contains 3986 members Mstep: Class 9 contains 40202 members Mstep: Class 10 contains 253 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 593 members Mstep: Class 15 contains 12136 members Mstep: Class 16 contains 24027 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28694 members Mstep: Class 20 contains 4350 members Mstep: Class 21 contains 40378 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11271 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9552 members Entering Unmasked Estep ConsiderDeletion Score: -37744256.000000 Penalty: 79767.406250 Iteration 97Q: 27 clusters Score -3.774426e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2104 members Mstep: Class 4 contains 6066 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1036 members Mstep: Class 7 contains 46685 members Mstep: Class 8 contains 3986 members Mstep: Class 9 contains 40207 members Mstep: Class 10 contains 253 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 593 members Mstep: Class 15 contains 12107 members Mstep: Class 16 contains 24015 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28690 members Mstep: Class 20 contains 4350 members Mstep: Class 21 contains 40375 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11266 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9570 members Entering Unmasked Estep ConsiderDeletion Score: -37744244.000000 Penalty: 79767.406250 Iteration 98Q: 27 clusters Score -3.774424e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2104 members Mstep: Class 4 contains 6066 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1036 members Mstep: Class 7 contains 46700 members Mstep: Class 8 contains 3986 members Mstep: Class 9 contains 40226 members Mstep: Class 10 contains 253 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 593 members Mstep: Class 15 contains 12077 members Mstep: Class 16 contains 24006 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28689 members Mstep: Class 20 contains 4350 members Mstep: Class 21 contains 40365 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11265 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9587 members Entering Unmasked Estep ConsiderDeletion Score: -37744236.000000 Penalty: 79767.406250 Iteration 99Q: 27 clusters Score -3.774424e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 221 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2104 members Mstep: Class 4 contains 6064 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 1036 members Mstep: Class 7 contains 46728 members Mstep: Class 8 contains 3986 members Mstep: Class 9 contains 40247 members Mstep: Class 10 contains 253 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 593 members Mstep: Class 15 contains 12038 members Mstep: Class 16 contains 24001 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28689 members Mstep: Class 20 contains 4349 members Mstep: Class 21 contains 40355 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 11258 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9602 members Entering Unmasked Estep ConsiderDeletion Score: -37744368.000000 Penalty: 79767.406250 Iteration 100F: 27 clusters Score -3.774437e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2104 members Mstep: Class 4 contains 6063 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1085 members Mstep: Class 7 contains 46740 members Mstep: Class 8 contains 3985 members Mstep: Class 9 contains 40284 members Mstep: Class 10 contains 221 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 252 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 593 members Mstep: Class 15 contains 11994 members Mstep: Class 16 contains 23989 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28687 members Mstep: Class 20 contains 4347 members Mstep: Class 21 contains 40340 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 229 members Mstep: Class 24 contains 11254 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9617 members Entering Unmasked Estep ConsiderDeletion Score: -37744580.000000 Penalty: 79767.406250 Iteration 101Q: 27 clusters Score -3.774458e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2104 members Mstep: Class 4 contains 6061 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1128 members Mstep: Class 7 contains 46755 members Mstep: Class 8 contains 3984 members Mstep: Class 9 contains 40304 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 593 members Mstep: Class 15 contains 11955 members Mstep: Class 16 contains 23985 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28683 members Mstep: Class 20 contains 4345 members Mstep: Class 21 contains 40320 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 228 members Mstep: Class 24 contains 11254 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9630 members Entering Unmasked Estep ConsiderDeletion Score: -37744756.000000 Penalty: 79767.406250 Iteration 102Q: 27 clusters Score -3.774476e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2104 members Mstep: Class 4 contains 6061 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1150 members Mstep: Class 7 contains 46784 members Mstep: Class 8 contains 3984 members Mstep: Class 9 contains 40308 members Mstep: Class 10 contains 200 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 421 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11919 members Mstep: Class 16 contains 23980 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28678 members Mstep: Class 20 contains 4343 members Mstep: Class 21 contains 40308 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11256 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9639 members Entering Unmasked Estep ConsiderDeletion Score: -37744816.000000 Penalty: 79767.406250 Iteration 103Q: 27 clusters Score -3.774482e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2103 members Mstep: Class 4 contains 6062 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1156 members Mstep: Class 7 contains 46804 members Mstep: Class 8 contains 3983 members Mstep: Class 9 contains 40320 members Mstep: Class 10 contains 198 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 421 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11889 members Mstep: Class 16 contains 23974 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28676 members Mstep: Class 20 contains 4342 members Mstep: Class 21 contains 40303 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11255 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9649 members Entering Unmasked Estep ConsiderDeletion Score: -37744876.000000 Penalty: 79767.406250 Iteration 104Q: 27 clusters Score -3.774488e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2103 members Mstep: Class 4 contains 6061 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46820 members Mstep: Class 8 contains 3981 members Mstep: Class 9 contains 40334 members Mstep: Class 10 contains 197 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11857 members Mstep: Class 16 contains 23972 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28678 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40300 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11253 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9655 members Entering Unmasked Estep ConsiderDeletion Score: -37744868.000000 Penalty: 79767.406250 Iteration 105Q: 27 clusters Score -3.774487e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2103 members Mstep: Class 4 contains 6061 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46829 members Mstep: Class 8 contains 3979 members Mstep: Class 9 contains 40362 members Mstep: Class 10 contains 196 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11824 members Mstep: Class 16 contains 23969 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28676 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40303 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11249 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9660 members Entering Unmasked Estep ConsiderDeletion Score: -37744896.000000 Penalty: 79767.406250 Iteration 106Q: 27 clusters Score -3.77449e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2102 members Mstep: Class 4 contains 6062 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1162 members Mstep: Class 7 contains 46849 members Mstep: Class 8 contains 3979 members Mstep: Class 9 contains 40383 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11784 members Mstep: Class 16 contains 23965 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28676 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40305 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11249 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9663 members Entering Unmasked Estep ConsiderDeletion Score: -37744952.000000 Penalty: 79767.406250 Iteration 107Q: 27 clusters Score -3.774495e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2102 members Mstep: Class 4 contains 6061 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46844 members Mstep: Class 8 contains 3977 members Mstep: Class 9 contains 40418 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11760 members Mstep: Class 16 contains 23959 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28671 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40312 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11242 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9669 members Entering Unmasked Estep ConsiderDeletion Score: -37744980.000000 Penalty: 79767.406250 Iteration 108Q: 27 clusters Score -3.774498e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2102 members Mstep: Class 4 contains 6060 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46845 members Mstep: Class 8 contains 3976 members Mstep: Class 9 contains 40448 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11737 members Mstep: Class 16 contains 23953 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28669 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40311 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11238 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9676 members Entering Unmasked Estep ConsiderDeletion Score: -37744944.000000 Penalty: 79767.406250 Iteration 109Q: 27 clusters Score -3.774494e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2102 members Mstep: Class 4 contains 6060 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46824 members Mstep: Class 8 contains 3976 members Mstep: Class 9 contains 40500 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11711 members Mstep: Class 16 contains 23948 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28669 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40315 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11232 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9678 members Entering Unmasked Estep ConsiderDeletion Score: -37744940.000000 Penalty: 79767.406250 Iteration 110Q: 27 clusters Score -3.774494e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2102 members Mstep: Class 4 contains 6058 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46822 members Mstep: Class 8 contains 3976 members Mstep: Class 9 contains 40528 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11683 members Mstep: Class 16 contains 23946 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28669 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40318 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11233 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9680 members Entering Unmasked Estep ConsiderDeletion Score: -37744944.000000 Penalty: 79767.406250 Iteration 111Q: 27 clusters Score -3.774494e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2102 members Mstep: Class 4 contains 6057 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46782 members Mstep: Class 8 contains 3976 members Mstep: Class 9 contains 40583 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11665 members Mstep: Class 16 contains 23943 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28670 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40321 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11234 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9682 members Entering Unmasked Estep ConsiderDeletion Score: -37744920.000000 Penalty: 79767.406250 Iteration 112Q: 27 clusters Score -3.774492e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2102 members Mstep: Class 4 contains 6055 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46748 members Mstep: Class 8 contains 3976 members Mstep: Class 9 contains 40641 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11645 members Mstep: Class 16 contains 23941 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28671 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40319 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11232 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9685 members Entering Unmasked Estep ConsiderDeletion Score: -37745012.000000 Penalty: 79767.406250 Iteration 113Q: 27 clusters Score -3.774501e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2101 members Mstep: Class 4 contains 6056 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46711 members Mstep: Class 8 contains 3976 members Mstep: Class 9 contains 40718 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11619 members Mstep: Class 16 contains 23937 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28672 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40315 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11221 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9689 members Entering Unmasked Estep ConsiderDeletion Score: -37744940.000000 Penalty: 79767.406250 Iteration 114Q: 27 clusters Score -3.774494e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6057 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46670 members Mstep: Class 8 contains 3976 members Mstep: Class 9 contains 40786 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11594 members Mstep: Class 16 contains 23933 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28672 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40317 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11220 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9691 members Entering Unmasked Estep ConsiderDeletion Score: -37744948.000000 Penalty: 79767.406250 Iteration 115Q: 27 clusters Score -3.774495e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6057 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46638 members Mstep: Class 8 contains 3976 members Mstep: Class 9 contains 40849 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11561 members Mstep: Class 16 contains 23931 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28673 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40320 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11220 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9692 members Entering Unmasked Estep ConsiderDeletion Score: -37745000.000000 Penalty: 79767.406250 Iteration 116Q: 27 clusters Score -3.7745e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6056 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46620 members Mstep: Class 8 contains 3976 members Mstep: Class 9 contains 40910 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11522 members Mstep: Class 16 contains 23932 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28673 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40321 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11215 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9692 members Entering Unmasked Estep ConsiderDeletion Score: -37745020.000000 Penalty: 79767.406250 Iteration 117Q: 27 clusters Score -3.774502e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6056 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46607 members Mstep: Class 8 contains 3975 members Mstep: Class 9 contains 40967 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11485 members Mstep: Class 16 contains 23931 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28672 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40319 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11211 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9694 members Entering Unmasked Estep ConsiderDeletion Score: -37744992.000000 Penalty: 79767.406250 Iteration 118Q: 27 clusters Score -3.774499e+07 nChanged 193 Entering ConstructFrom: Score: -37744992.000000 Penalty: 79767.406250 Entering ConstructFrom: Trying to split cluster 1 (509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Entering Unmasked Estep Score: -73103.257812 Penalty: 1545.647095 Iteration 0F: 2 clusters Score -73103.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -71723.429688 Penalty: 3091.294189 Iteration 0F: 3 clusters Score -71723.43 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -71972.226562 Penalty: 3091.294189 Iteration 1F: 3 clusters Score -71972.23 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -72026.562500 Penalty: 3091.294189 Iteration 2F: 3 clusters Score -72026.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -72066.695312 Penalty: 3091.294189 Iteration 3Q: 3 clusters Score -72066.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -72102.710938 Penalty: 3091.294189 Iteration 4Q: 3 clusters Score -72102.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -72117.367188 Penalty: 3091.294189 Iteration 5Q: 3 clusters Score -72117.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -72119.804688 Penalty: 3091.294189 Iteration 6Q: 3 clusters Score -72119.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -72123.250000 Penalty: 3091.294189 Iteration 7Q: 3 clusters Score -72123.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -72123.250000 Penalty: 3091.294189 Iteration 8F: 3 clusters Score -72123.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Entering Unmasked Estep Score: -20925.148438 Penalty: 1258.643066 Iteration 0F: 2 clusters Score -20925.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -19907.416016 Penalty: 2517.286133 Iteration 0F: 3 clusters Score -19907.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -19981.582031 Penalty: 2517.286133 Iteration 1F: 3 clusters Score -19981.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -19990.853516 Penalty: 2517.286133 Iteration 2Q: 3 clusters Score -19990.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -20000.111328 Penalty: 2517.286133 Iteration 3Q: 3 clusters Score -20000.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -20000.111328 Penalty: 2517.286133 Iteration 4F: 3 clusters Score -20000.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Entering Unmasked Estep Score: -314901.875000 Penalty: 1897.005615 Iteration 0F: 2 clusters Score -314901.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -312262.906250 Penalty: 3794.011230 Iteration 0F: 3 clusters Score -312262.9 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -312876.156250 Penalty: 3794.011230 Iteration 1F: 3 clusters Score -312876.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -313166.187500 Penalty: 3794.011230 Iteration 2F: 3 clusters Score -313166.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -313427.000000 Penalty: 3794.011230 Iteration 3F: 3 clusters Score -313427 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -313605.781250 Penalty: 3794.011230 Iteration 4F: 3 clusters Score -313605.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -313729.968750 Penalty: 3794.011230 Iteration 5Q: 3 clusters Score -313730 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -313823.500000 Penalty: 3794.011230 Iteration 6Q: 3 clusters Score -313823.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -313896.937500 Penalty: 3794.011230 Iteration 7Q: 3 clusters Score -313896.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -313943.281250 Penalty: 3794.011230 Iteration 8Q: 3 clusters Score -313943.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -313972.437500 Penalty: 3794.011230 Iteration 9Q: 3 clusters Score -313972.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -314015.281250 Penalty: 3794.011230 Iteration 10Q: 3 clusters Score -314015.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -314042.718750 Penalty: 3794.011230 Iteration 11Q: 3 clusters Score -314042.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -314063.437500 Penalty: 3794.011230 Iteration 12Q: 3 clusters Score -314063.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -314078.562500 Penalty: 3794.011230 Iteration 13Q: 3 clusters Score -314078.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -314089.750000 Penalty: 3794.011230 Iteration 14Q: 3 clusters Score -314089.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -314097.312500 Penalty: 3794.011230 Iteration 15Q: 3 clusters Score -314097.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -314102.718750 Penalty: 3794.011230 Iteration 16Q: 3 clusters Score -314102.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -314110.937500 Penalty: 3794.011230 Iteration 17Q: 3 clusters Score -314110.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -314116.125000 Penalty: 3794.011230 Iteration 18Q: 3 clusters Score -314116.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -314123.937500 Penalty: 3794.011230 Iteration 19Q: 3 clusters Score -314123.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -314131.406250 Penalty: 3794.011230 Iteration 20F: 3 clusters Score -314131.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -314142.125000 Penalty: 3794.011230 Iteration 21Q: 3 clusters Score -314142.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -314155.062500 Penalty: 3794.011230 Iteration 22Q: 3 clusters Score -314155.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -314175.156250 Penalty: 3794.011230 Iteration 23Q: 3 clusters Score -314175.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -314191.250000 Penalty: 3794.011230 Iteration 24Q: 3 clusters Score -314191.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -314203.625000 Penalty: 3794.011230 Iteration 25Q: 3 clusters Score -314203.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -314214.343750 Penalty: 3794.011230 Iteration 26Q: 3 clusters Score -314214.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -314225.437500 Penalty: 3794.011230 Iteration 27Q: 3 clusters Score -314225.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -314236.375000 Penalty: 3794.011230 Iteration 28Q: 3 clusters Score -314236.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -314244.406250 Penalty: 3794.011230 Iteration 29Q: 3 clusters Score -314244.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -314259.906250 Penalty: 3794.011230 Iteration 30Q: 3 clusters Score -314259.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -314280.343750 Penalty: 3794.011230 Iteration 31Q: 3 clusters Score -314280.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -314296.156250 Penalty: 3794.011230 Iteration 32Q: 3 clusters Score -314296.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -314307.343750 Penalty: 3794.011230 Iteration 33Q: 3 clusters Score -314307.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -314322.000000 Penalty: 3794.011230 Iteration 34Q: 3 clusters Score -314322 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -314339.062500 Penalty: 3794.011230 Iteration 35Q: 3 clusters Score -314339.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -314347.406250 Penalty: 3794.011230 Iteration 36Q: 3 clusters Score -314347.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -314357.062500 Penalty: 3794.011230 Iteration 37Q: 3 clusters Score -314357.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -314370.343750 Penalty: 3794.011230 Iteration 38Q: 3 clusters Score -314370.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -314389.906250 Penalty: 3794.011230 Iteration 39Q: 3 clusters Score -314389.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -314403.968750 Penalty: 3794.011230 Iteration 40F: 3 clusters Score -314404 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -314417.531250 Penalty: 3794.011230 Iteration 41Q: 3 clusters Score -314417.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -314444.750000 Penalty: 3794.011230 Iteration 42Q: 3 clusters Score -314444.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -314474.125000 Penalty: 3794.011230 Iteration 43Q: 3 clusters Score -314474.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -314508.093750 Penalty: 3794.011230 Iteration 44Q: 3 clusters Score -314508.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -314528.312500 Penalty: 3794.011230 Iteration 45Q: 3 clusters Score -314528.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -314542.531250 Penalty: 3794.011230 Iteration 46Q: 3 clusters Score -314542.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -314553.843750 Penalty: 3794.011230 Iteration 47Q: 3 clusters Score -314553.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -314576.218750 Penalty: 3794.011230 Iteration 48Q: 3 clusters Score -314576.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -314591.125000 Penalty: 3794.011230 Iteration 49Q: 3 clusters Score -314591.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -314607.125000 Penalty: 3794.011230 Iteration 50Q: 3 clusters Score -314607.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -314616.875000 Penalty: 3794.011230 Iteration 51Q: 3 clusters Score -314616.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -314628.156250 Penalty: 3794.011230 Iteration 52Q: 3 clusters Score -314628.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -314638.312500 Penalty: 3794.011230 Iteration 53Q: 3 clusters Score -314638.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -314655.656250 Penalty: 3794.011230 Iteration 54Q: 3 clusters Score -314655.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -314665.593750 Penalty: 3794.011230 Iteration 55Q: 3 clusters Score -314665.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -314676.312500 Penalty: 3794.011230 Iteration 56Q: 3 clusters Score -314676.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -314684.781250 Penalty: 3794.011230 Iteration 57Q: 3 clusters Score -314684.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -314692.687500 Penalty: 3794.011230 Iteration 58Q: 3 clusters Score -314692.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -314698.406250 Penalty: 3794.011230 Iteration 59Q: 3 clusters Score -314698.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -314700.343750 Penalty: 3794.011230 Iteration 60F: 3 clusters Score -314700.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Entering Unmasked Estep Score: -954883.312500 Penalty: 2159.783691 Iteration 0F: 2 clusters Score -954883.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -949686.500000 Penalty: 4319.567383 Iteration 0F: 3 clusters Score -949686.5 nChanged 2366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -951055.812500 Penalty: 4319.567383 Iteration 1F: 3 clusters Score -951055.8 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -951359.437500 Penalty: 4319.567383 Iteration 2F: 3 clusters Score -951359.4 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -951620.000000 Penalty: 4319.567383 Iteration 3F: 3 clusters Score -951620 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -951916.937500 Penalty: 4319.567383 Iteration 4F: 3 clusters Score -951916.9 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -952280.875000 Penalty: 4319.567383 Iteration 5F: 3 clusters Score -952280.9 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -952684.375000 Penalty: 4319.567383 Iteration 6F: 3 clusters Score -952684.4 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -953116.437500 Penalty: 4319.567383 Iteration 7F: 3 clusters Score -953116.4 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -953489.937500 Penalty: 4319.567383 Iteration 8F: 3 clusters Score -953489.9 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -953752.875000 Penalty: 4319.567383 Iteration 9Q: 3 clusters Score -953752.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -953896.937500 Penalty: 4319.567383 Iteration 10Q: 3 clusters Score -953896.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -953957.687500 Penalty: 4319.567383 Iteration 11Q: 3 clusters Score -953957.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -953996.125000 Penalty: 4319.567383 Iteration 12Q: 3 clusters Score -953996.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -954020.125000 Penalty: 4319.567383 Iteration 13Q: 3 clusters Score -954020.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -954031.437500 Penalty: 4319.567383 Iteration 14Q: 3 clusters Score -954031.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -954043.375000 Penalty: 4319.567383 Iteration 15Q: 3 clusters Score -954043.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -954054.125000 Penalty: 4319.567383 Iteration 16Q: 3 clusters Score -954054.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -954058.250000 Penalty: 4319.567383 Iteration 17Q: 3 clusters Score -954058.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -954062.937500 Penalty: 4319.567383 Iteration 18Q: 3 clusters Score -954062.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -954064.375000 Penalty: 4319.567383 Iteration 19Q: 3 clusters Score -954064.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -954068.375000 Penalty: 4319.567383 Iteration 20F: 3 clusters Score -954068.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -954071.062500 Penalty: 4319.567383 Iteration 21Q: 3 clusters Score -954071.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -954074.875000 Penalty: 4319.567383 Iteration 22Q: 3 clusters Score -954074.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -954077.562500 Penalty: 4319.567383 Iteration 23Q: 3 clusters Score -954077.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -954077.812500 Penalty: 4319.567383 Iteration 24Q: 3 clusters Score -954077.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -954077.625000 Penalty: 4319.567383 Iteration 25Q: 3 clusters Score -954077.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -954077.625000 Penalty: 4319.567383 Iteration 26F: 3 clusters Score -954077.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Entering Unmasked Estep Score: -49518.414062 Penalty: 1477.689331 Iteration 0F: 2 clusters Score -49518.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -48272.363281 Penalty: 2955.378662 Iteration 0F: 3 clusters Score -48272.36 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -48588.597656 Penalty: 2955.378662 Iteration 1F: 3 clusters Score -48588.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -48702.285156 Penalty: 2955.378662 Iteration 2F: 3 clusters Score -48702.29 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -48828.953125 Penalty: 2955.378662 Iteration 3F: 3 clusters Score -48828.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -48967.296875 Penalty: 2955.378662 Iteration 4Q: 3 clusters Score -48967.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -49110.367188 Penalty: 2955.378662 Iteration 5Q: 3 clusters Score -49110.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -49224.000000 Penalty: 2955.378662 Iteration 6Q: 3 clusters Score -49224 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -49324.582031 Penalty: 2955.378662 Iteration 7Q: 3 clusters Score -49324.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -49369.859375 Penalty: 2955.378662 Iteration 8Q: 3 clusters Score -49369.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -49372.144531 Penalty: 2955.378662 Iteration 9Q: 3 clusters Score -49372.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -49372.144531 Penalty: 2955.378662 Iteration 10F: 3 clusters Score -49372.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Entering Unmasked Estep Score: -187321.218750 Penalty: 1750.572021 Iteration 0F: 2 clusters Score -187321.2 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 559 members Entering Unmasked Estep Score: -185245.734375 Penalty: 3501.144043 Iteration 0F: 3 clusters Score -185245.7 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -185595.875000 Penalty: 3501.144043 Iteration 1F: 3 clusters Score -185595.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -185679.718750 Penalty: 3501.144043 Iteration 2F: 3 clusters Score -185679.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -185733.734375 Penalty: 3501.144043 Iteration 3Q: 3 clusters Score -185733.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -185786.921875 Penalty: 3501.144043 Iteration 4Q: 3 clusters Score -185786.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -185819.500000 Penalty: 3501.144043 Iteration 5Q: 3 clusters Score -185819.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -185863.593750 Penalty: 3501.144043 Iteration 6Q: 3 clusters Score -185863.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -185895.328125 Penalty: 3501.144043 Iteration 7Q: 3 clusters Score -185895.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -185929.765625 Penalty: 3501.144043 Iteration 8Q: 3 clusters Score -185929.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -185964.265625 Penalty: 3501.144043 Iteration 9Q: 3 clusters Score -185964.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -185995.703125 Penalty: 3501.144043 Iteration 10Q: 3 clusters Score -185995.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -186017.531250 Penalty: 3501.144043 Iteration 11Q: 3 clusters Score -186017.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -186039.109375 Penalty: 3501.144043 Iteration 12Q: 3 clusters Score -186039.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -186057.375000 Penalty: 3501.144043 Iteration 13Q: 3 clusters Score -186057.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -186072.828125 Penalty: 3501.144043 Iteration 14Q: 3 clusters Score -186072.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -186101.406250 Penalty: 3501.144043 Iteration 15Q: 3 clusters Score -186101.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -186120.078125 Penalty: 3501.144043 Iteration 16Q: 3 clusters Score -186120.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -186141.328125 Penalty: 3501.144043 Iteration 17Q: 3 clusters Score -186141.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -186159.828125 Penalty: 3501.144043 Iteration 18Q: 3 clusters Score -186159.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -186172.812500 Penalty: 3501.144043 Iteration 19Q: 3 clusters Score -186172.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -186183.593750 Penalty: 3501.144043 Iteration 20F: 3 clusters Score -186183.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -186192.046875 Penalty: 3501.144043 Iteration 21Q: 3 clusters Score -186192 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -186202.281250 Penalty: 3501.144043 Iteration 22Q: 3 clusters Score -186202.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -186204.765625 Penalty: 3501.144043 Iteration 23Q: 3 clusters Score -186204.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -186208.203125 Penalty: 3501.144043 Iteration 24Q: 3 clusters Score -186208.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -186208.718750 Penalty: 3501.144043 Iteration 25Q: 3 clusters Score -186208.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -186210.890625 Penalty: 3501.144043 Iteration 26Q: 3 clusters Score -186210.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -186210.890625 Penalty: 3501.144043 Iteration 27F: 3 clusters Score -186210.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (46600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46600 members Entering Unmasked Estep Score: -7752865.500000 Penalty: 2665.840332 Iteration 0F: 2 clusters Score -7752866 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23327 members Mstep: Class 2 contains 23273 members Entering Unmasked Estep Score: -7724292.500000 Penalty: 5331.680664 Iteration 0F: 3 clusters Score -7724292 nChanged 21566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24001 members Mstep: Class 2 contains 22599 members Entering Unmasked Estep Score: -7736150.500000 Penalty: 5331.680664 Iteration 1F: 3 clusters Score -7736150 nChanged 1773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24394 members Mstep: Class 2 contains 22206 members Entering Unmasked Estep Score: -7736601.500000 Penalty: 5331.680664 Iteration 2Q: 3 clusters Score -7736602 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24955 members Mstep: Class 2 contains 21645 members Entering Unmasked Estep Score: -7737015.000000 Penalty: 5331.680664 Iteration 3Q: 3 clusters Score -7737015 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25729 members Mstep: Class 2 contains 20871 members Entering Unmasked Estep Score: -7737409.500000 Penalty: 5331.680664 Iteration 4Q: 3 clusters Score -7737410 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26780 members Mstep: Class 2 contains 19820 members Entering Unmasked Estep Score: -7737849.000000 Penalty: 5331.680664 Iteration 5Q: 3 clusters Score -7737849 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28200 members Mstep: Class 2 contains 18400 members Entering Unmasked Estep Score: -7738431.500000 Penalty: 5331.680664 Iteration 6Q: 3 clusters Score -7738432 nChanged 2201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30063 members Mstep: Class 2 contains 16537 members Entering Unmasked Estep Score: -7739229.000000 Penalty: 5331.680664 Iteration 7Q: 3 clusters Score -7739229 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32395 members Mstep: Class 2 contains 14205 members Entering Unmasked Estep Score: -7740214.000000 Penalty: 5331.680664 Iteration 8F: 3 clusters Score -7740214 nChanged 2788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34965 members Mstep: Class 2 contains 11635 members Entering Unmasked Estep Score: -7741657.500000 Penalty: 5331.680664 Iteration 9F: 3 clusters Score -7741658 nChanged 2746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37477 members Mstep: Class 2 contains 9123 members Entering Unmasked Estep Score: -7743264.000000 Penalty: 5331.680664 Iteration 10F: 3 clusters Score -7743264 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39497 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -7744901.000000 Penalty: 5331.680664 Iteration 11Q: 3 clusters Score -7744901 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40843 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -7746178.000000 Penalty: 5331.680664 Iteration 12Q: 3 clusters Score -7746178 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41677 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -7747077.000000 Penalty: 5331.680664 Iteration 13Q: 3 clusters Score -7747077 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42189 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -7747713.500000 Penalty: 5331.680664 Iteration 14Q: 3 clusters Score -7747714 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42493 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -7748094.500000 Penalty: 5331.680664 Iteration 15Q: 3 clusters Score -7748094 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42717 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -7748329.500000 Penalty: 5331.680664 Iteration 16Q: 3 clusters Score -7748330 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42882 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -7748482.000000 Penalty: 5331.680664 Iteration 17Q: 3 clusters Score -7748482 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43014 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -7748610.500000 Penalty: 5331.680664 Iteration 18Q: 3 clusters Score -7748610 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43136 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -7748701.000000 Penalty: 5331.680664 Iteration 19Q: 3 clusters Score -7748701 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43236 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -7748791.000000 Penalty: 5331.680664 Iteration 20F: 3 clusters Score -7748791 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43348 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -7748869.000000 Penalty: 5331.680664 Iteration 21Q: 3 clusters Score -7748869 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43448 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -7748929.000000 Penalty: 5331.680664 Iteration 22Q: 3 clusters Score -7748929 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43539 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -7749007.500000 Penalty: 5331.680664 Iteration 23Q: 3 clusters Score -7749008 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43611 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -7749054.500000 Penalty: 5331.680664 Iteration 24Q: 3 clusters Score -7749054 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43672 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -7749111.500000 Penalty: 5331.680664 Iteration 25Q: 3 clusters Score -7749112 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43730 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -7749141.500000 Penalty: 5331.680664 Iteration 26Q: 3 clusters Score -7749142 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43801 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -7749196.000000 Penalty: 5331.680664 Iteration 27Q: 3 clusters Score -7749196 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43875 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -7749247.000000 Penalty: 5331.680664 Iteration 28Q: 3 clusters Score -7749247 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43945 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -7749282.000000 Penalty: 5331.680664 Iteration 29Q: 3 clusters Score -7749282 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44021 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -7749330.500000 Penalty: 5331.680664 Iteration 30Q: 3 clusters Score -7749330 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44090 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -7749380.000000 Penalty: 5331.680664 Iteration 31Q: 3 clusters Score -7749380 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44147 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -7749420.500000 Penalty: 5331.680664 Iteration 32Q: 3 clusters Score -7749420 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44188 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -7749453.000000 Penalty: 5331.680664 Iteration 33Q: 3 clusters Score -7749453 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44223 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -7749466.000000 Penalty: 5331.680664 Iteration 34Q: 3 clusters Score -7749466 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44270 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -7749495.000000 Penalty: 5331.680664 Iteration 35Q: 3 clusters Score -7749495 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44310 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -7749525.500000 Penalty: 5331.680664 Iteration 36Q: 3 clusters Score -7749526 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44349 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -7749554.000000 Penalty: 5331.680664 Iteration 37Q: 3 clusters Score -7749554 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44394 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -7749561.500000 Penalty: 5331.680664 Iteration 38Q: 3 clusters Score -7749562 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44436 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -7749590.500000 Penalty: 5331.680664 Iteration 39Q: 3 clusters Score -7749590 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44467 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -7749616.000000 Penalty: 5331.680664 Iteration 40F: 3 clusters Score -7749616 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44493 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -7749635.000000 Penalty: 5331.680664 Iteration 41Q: 3 clusters Score -7749635 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44519 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -7749652.000000 Penalty: 5331.680664 Iteration 42Q: 3 clusters Score -7749652 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44551 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -7749681.500000 Penalty: 5331.680664 Iteration 43Q: 3 clusters Score -7749682 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44580 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -7749706.500000 Penalty: 5331.680664 Iteration 44Q: 3 clusters Score -7749706 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44615 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -7749729.000000 Penalty: 5331.680664 Iteration 45Q: 3 clusters Score -7749729 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44667 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -7749751.500000 Penalty: 5331.680664 Iteration 46Q: 3 clusters Score -7749752 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44711 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -7749780.000000 Penalty: 5331.680664 Iteration 47Q: 3 clusters Score -7749780 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44752 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -7749803.500000 Penalty: 5331.680664 Iteration 48Q: 3 clusters Score -7749804 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44793 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -7749828.500000 Penalty: 5331.680664 Iteration 49Q: 3 clusters Score -7749828 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44828 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -7749858.500000 Penalty: 5331.680664 Iteration 50Q: 3 clusters Score -7749858 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44856 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -7749880.000000 Penalty: 5331.680664 Iteration 51Q: 3 clusters Score -7749880 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44887 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -7749917.500000 Penalty: 5331.680664 Iteration 52Q: 3 clusters Score -7749918 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44909 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -7749927.000000 Penalty: 5331.680664 Iteration 53Q: 3 clusters Score -7749927 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44936 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -7749930.500000 Penalty: 5331.680664 Iteration 54Q: 3 clusters Score -7749930 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44963 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -7749953.500000 Penalty: 5331.680664 Iteration 55Q: 3 clusters Score -7749954 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44991 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -7749986.500000 Penalty: 5331.680664 Iteration 56Q: 3 clusters Score -7749986 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45011 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -7749996.500000 Penalty: 5331.680664 Iteration 57Q: 3 clusters Score -7749996 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45028 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -7750005.000000 Penalty: 5331.680664 Iteration 58Q: 3 clusters Score -7750005 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45040 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -7749996.000000 Penalty: 5331.680664 Iteration 59Q: 3 clusters Score -7749996 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45056 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -7750007.000000 Penalty: 5331.680664 Iteration 60F: 3 clusters Score -7750007 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45070 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -7750031.000000 Penalty: 5331.680664 Iteration 61Q: 3 clusters Score -7750031 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45082 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -7750028.000000 Penalty: 5331.680664 Iteration 62Q: 3 clusters Score -7750028 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45098 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -7750032.500000 Penalty: 5331.680664 Iteration 63Q: 3 clusters Score -7750032 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45110 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -7750037.000000 Penalty: 5331.680664 Iteration 64Q: 3 clusters Score -7750037 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45133 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -7750063.500000 Penalty: 5331.680664 Iteration 65Q: 3 clusters Score -7750064 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45156 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -7750094.000000 Penalty: 5331.680664 Iteration 66Q: 3 clusters Score -7750094 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45171 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -7750117.000000 Penalty: 5331.680664 Iteration 67Q: 3 clusters Score -7750117 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45191 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -7750122.500000 Penalty: 5331.680664 Iteration 68Q: 3 clusters Score -7750122 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45203 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -7750138.000000 Penalty: 5331.680664 Iteration 69Q: 3 clusters Score -7750138 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45214 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -7750151.500000 Penalty: 5331.680664 Iteration 70Q: 3 clusters Score -7750152 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45215 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -7750142.500000 Penalty: 5331.680664 Iteration 71Q: 3 clusters Score -7750142 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45225 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -7750157.000000 Penalty: 5331.680664 Iteration 72Q: 3 clusters Score -7750157 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45234 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -7750158.500000 Penalty: 5331.680664 Iteration 73Q: 3 clusters Score -7750158 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45243 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -7750159.500000 Penalty: 5331.680664 Iteration 74Q: 3 clusters Score -7750160 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45251 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -7750172.000000 Penalty: 5331.680664 Iteration 75Q: 3 clusters Score -7750172 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45254 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -7750180.500000 Penalty: 5331.680664 Iteration 76Q: 3 clusters Score -7750180 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45257 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -7750179.500000 Penalty: 5331.680664 Iteration 77Q: 3 clusters Score -7750180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45259 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -7750185.000000 Penalty: 5331.680664 Iteration 78Q: 3 clusters Score -7750185 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45262 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -7750185.500000 Penalty: 5331.680664 Iteration 79Q: 3 clusters Score -7750186 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45264 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -7750187.500000 Penalty: 5331.680664 Iteration 80F: 3 clusters Score -7750188 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Entering Unmasked Estep Score: -653671.375000 Penalty: 2055.369385 Iteration 0F: 2 clusters Score -653671.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -649792.625000 Penalty: 4110.738770 Iteration 0F: 3 clusters Score -649792.6 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -650641.437500 Penalty: 4110.738770 Iteration 1F: 3 clusters Score -650641.4 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -650858.125000 Penalty: 4110.738770 Iteration 2F: 3 clusters Score -650858.1 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -651030.062500 Penalty: 4110.738770 Iteration 3F: 3 clusters Score -651030.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -651187.687500 Penalty: 4110.738770 Iteration 4F: 3 clusters Score -651187.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -651351.375000 Penalty: 4110.738770 Iteration 5F: 3 clusters Score -651351.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -651501.187500 Penalty: 4110.738770 Iteration 6Q: 3 clusters Score -651501.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -651629.875000 Penalty: 4110.738770 Iteration 7Q: 3 clusters Score -651629.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -651746.437500 Penalty: 4110.738770 Iteration 8Q: 3 clusters Score -651746.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -651850.437500 Penalty: 4110.738770 Iteration 9Q: 3 clusters Score -651850.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -651931.625000 Penalty: 4110.738770 Iteration 10Q: 3 clusters Score -651931.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -651983.812500 Penalty: 4110.738770 Iteration 11Q: 3 clusters Score -651983.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -652022.812500 Penalty: 4110.738770 Iteration 12Q: 3 clusters Score -652022.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -652062.437500 Penalty: 4110.738770 Iteration 13Q: 3 clusters Score -652062.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -652091.687500 Penalty: 4110.738770 Iteration 14Q: 3 clusters Score -652091.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -652109.187500 Penalty: 4110.738770 Iteration 15Q: 3 clusters Score -652109.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -652124.375000 Penalty: 4110.738770 Iteration 16Q: 3 clusters Score -652124.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -652135.312500 Penalty: 4110.738770 Iteration 17Q: 3 clusters Score -652135.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -652144.687500 Penalty: 4110.738770 Iteration 18Q: 3 clusters Score -652144.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -652154.500000 Penalty: 4110.738770 Iteration 19Q: 3 clusters Score -652154.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -652164.000000 Penalty: 4110.738770 Iteration 20F: 3 clusters Score -652164 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -652172.375000 Penalty: 4110.738770 Iteration 21Q: 3 clusters Score -652172.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -652177.812500 Penalty: 4110.738770 Iteration 22Q: 3 clusters Score -652177.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -652179.625000 Penalty: 4110.738770 Iteration 23Q: 3 clusters Score -652179.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -652181.562500 Penalty: 4110.738770 Iteration 24Q: 3 clusters Score -652181.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -652182.125000 Penalty: 4110.738770 Iteration 25Q: 3 clusters Score -652182.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -652182.875000 Penalty: 4110.738770 Iteration 26Q: 3 clusters Score -652182.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -652182.875000 Penalty: 4110.738770 Iteration 27F: 3 clusters Score -652182.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (41023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41023 members Entering Unmasked Estep Score: -6779999.000000 Penalty: 2634.228271 Iteration 0F: 2 clusters Score -6779999 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20476 members Mstep: Class 2 contains 20547 members Entering Unmasked Estep Score: -6753869.000000 Penalty: 5268.456543 Iteration 0F: 3 clusters Score -6753869 nChanged 18685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20559 members Mstep: Class 2 contains 20464 members Entering Unmasked Estep Score: -6764032.500000 Penalty: 5268.456543 Iteration 1F: 3 clusters Score -6764032 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20679 members Mstep: Class 2 contains 20344 members Entering Unmasked Estep Score: -6764545.000000 Penalty: 5268.456543 Iteration 2Q: 3 clusters Score -6764545 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20895 members Mstep: Class 2 contains 20128 members Entering Unmasked Estep Score: -6764979.000000 Penalty: 5268.456543 Iteration 3Q: 3 clusters Score -6764979 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21134 members Mstep: Class 2 contains 19889 members Entering Unmasked Estep Score: -6765513.000000 Penalty: 5268.456543 Iteration 4Q: 3 clusters Score -6765513 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21387 members Mstep: Class 2 contains 19636 members Entering Unmasked Estep Score: -6766039.000000 Penalty: 5268.456543 Iteration 5Q: 3 clusters Score -6766039 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21755 members Mstep: Class 2 contains 19268 members Entering Unmasked Estep Score: -6766661.000000 Penalty: 5268.456543 Iteration 6Q: 3 clusters Score -6766661 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22126 members Mstep: Class 2 contains 18897 members Entering Unmasked Estep Score: -6767331.500000 Penalty: 5268.456543 Iteration 7Q: 3 clusters Score -6767332 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22474 members Mstep: Class 2 contains 18549 members Entering Unmasked Estep Score: -6768031.500000 Penalty: 5268.456543 Iteration 8Q: 3 clusters Score -6768032 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22798 members Mstep: Class 2 contains 18225 members Entering Unmasked Estep Score: -6768801.000000 Penalty: 5268.456543 Iteration 9Q: 3 clusters Score -6768801 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23116 members Mstep: Class 2 contains 17907 members Entering Unmasked Estep Score: -6769672.500000 Penalty: 5268.456543 Iteration 10Q: 3 clusters Score -6769672 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23376 members Mstep: Class 2 contains 17647 members Entering Unmasked Estep Score: -6770462.000000 Penalty: 5268.456543 Iteration 11Q: 3 clusters Score -6770462 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23546 members Mstep: Class 2 contains 17477 members Entering Unmasked Estep Score: -6771323.500000 Penalty: 5268.456543 Iteration 12Q: 3 clusters Score -6771324 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23638 members Mstep: Class 2 contains 17385 members Entering Unmasked Estep Score: -6772306.000000 Penalty: 5268.456543 Iteration 13Q: 3 clusters Score -6772306 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23655 members Mstep: Class 2 contains 17368 members Entering Unmasked Estep Score: -6773107.000000 Penalty: 5268.456543 Iteration 14Q: 3 clusters Score -6773107 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23610 members Mstep: Class 2 contains 17413 members Entering Unmasked Estep Score: -6773660.500000 Penalty: 5268.456543 Iteration 15Q: 3 clusters Score -6773660 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23610 members Mstep: Class 2 contains 17413 members Entering Unmasked Estep Score: -6773952.000000 Penalty: 5268.456543 Iteration 16Q: 3 clusters Score -6773952 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23660 members Mstep: Class 2 contains 17363 members Entering Unmasked Estep Score: -6774135.500000 Penalty: 5268.456543 Iteration 17Q: 3 clusters Score -6774136 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23719 members Mstep: Class 2 contains 17304 members Entering Unmasked Estep Score: -6774250.000000 Penalty: 5268.456543 Iteration 18Q: 3 clusters Score -6774250 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23735 members Mstep: Class 2 contains 17288 members Entering Unmasked Estep Score: -6774310.500000 Penalty: 5268.456543 Iteration 19Q: 3 clusters Score -6774310 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23772 members Mstep: Class 2 contains 17251 members Entering Unmasked Estep Score: -6774378.500000 Penalty: 5268.456543 Iteration 20F: 3 clusters Score -6774378 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23829 members Mstep: Class 2 contains 17194 members Entering Unmasked Estep Score: -6774421.500000 Penalty: 5268.456543 Iteration 21Q: 3 clusters Score -6774422 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23870 members Mstep: Class 2 contains 17153 members Entering Unmasked Estep Score: -6774481.500000 Penalty: 5268.456543 Iteration 22Q: 3 clusters Score -6774482 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23894 members Mstep: Class 2 contains 17129 members Entering Unmasked Estep Score: -6774539.000000 Penalty: 5268.456543 Iteration 23Q: 3 clusters Score -6774539 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23903 members Mstep: Class 2 contains 17120 members Entering Unmasked Estep Score: -6774576.000000 Penalty: 5268.456543 Iteration 24Q: 3 clusters Score -6774576 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23917 members Mstep: Class 2 contains 17106 members Entering Unmasked Estep Score: -6774597.000000 Penalty: 5268.456543 Iteration 25Q: 3 clusters Score -6774597 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23935 members Mstep: Class 2 contains 17088 members Entering Unmasked Estep Score: -6774620.000000 Penalty: 5268.456543 Iteration 26Q: 3 clusters Score -6774620 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23951 members Mstep: Class 2 contains 17072 members Entering Unmasked Estep Score: -6774646.000000 Penalty: 5268.456543 Iteration 27Q: 3 clusters Score -6774646 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23985 members Mstep: Class 2 contains 17038 members Entering Unmasked Estep Score: -6774648.500000 Penalty: 5268.456543 Iteration 28Q: 3 clusters Score -6774648 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24001 members Mstep: Class 2 contains 17022 members Entering Unmasked Estep Score: -6774684.000000 Penalty: 5268.456543 Iteration 29Q: 3 clusters Score -6774684 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24006 members Mstep: Class 2 contains 17017 members Entering Unmasked Estep Score: -6774700.000000 Penalty: 5268.456543 Iteration 30Q: 3 clusters Score -6774700 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24014 members Mstep: Class 2 contains 17009 members Entering Unmasked Estep Score: -6774715.000000 Penalty: 5268.456543 Iteration 31Q: 3 clusters Score -6774715 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24014 members Mstep: Class 2 contains 17009 members Entering Unmasked Estep Score: -6774755.500000 Penalty: 5268.456543 Iteration 32Q: 3 clusters Score -6774756 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23998 members Mstep: Class 2 contains 17025 members Entering Unmasked Estep Score: -6774778.500000 Penalty: 5268.456543 Iteration 33Q: 3 clusters Score -6774778 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23970 members Mstep: Class 2 contains 17053 members Entering Unmasked Estep Score: -6774804.500000 Penalty: 5268.456543 Iteration 34Q: 3 clusters Score -6774804 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23928 members Mstep: Class 2 contains 17095 members Entering Unmasked Estep Score: -6774846.500000 Penalty: 5268.456543 Iteration 35Q: 3 clusters Score -6774846 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23872 members Mstep: Class 2 contains 17151 members Entering Unmasked Estep Score: -6774839.000000 Penalty: 5268.456543 Iteration 36Q: 3 clusters Score -6774839 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23816 members Mstep: Class 2 contains 17207 members Entering Unmasked Estep Score: -6774867.500000 Penalty: 5268.456543 Iteration 37Q: 3 clusters Score -6774868 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23770 members Mstep: Class 2 contains 17253 members Entering Unmasked Estep Score: -6774864.500000 Penalty: 5268.456543 Iteration 38Q: 3 clusters Score -6774864 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23714 members Mstep: Class 2 contains 17309 members Entering Unmasked Estep Score: -6774883.000000 Penalty: 5268.456543 Iteration 39Q: 3 clusters Score -6774883 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23655 members Mstep: Class 2 contains 17368 members Entering Unmasked Estep Score: -6774902.500000 Penalty: 5268.456543 Iteration 40F: 3 clusters Score -6774902 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23582 members Mstep: Class 2 contains 17441 members Entering Unmasked Estep Score: -6774935.000000 Penalty: 5268.456543 Iteration 41Q: 3 clusters Score -6774935 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23488 members Mstep: Class 2 contains 17535 members Entering Unmasked Estep Score: -6774984.000000 Penalty: 5268.456543 Iteration 42Q: 3 clusters Score -6774984 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23395 members Mstep: Class 2 contains 17628 members Entering Unmasked Estep Score: -6774984.500000 Penalty: 5268.456543 Iteration 43Q: 3 clusters Score -6774984 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23283 members Mstep: Class 2 contains 17740 members Entering Unmasked Estep Score: -6774985.000000 Penalty: 5268.456543 Iteration 44Q: 3 clusters Score -6774985 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23137 members Mstep: Class 2 contains 17886 members Entering Unmasked Estep Score: -6775057.000000 Penalty: 5268.456543 Iteration 45Q: 3 clusters Score -6775057 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22984 members Mstep: Class 2 contains 18039 members Entering Unmasked Estep Score: -6775113.500000 Penalty: 5268.456543 Iteration 46Q: 3 clusters Score -6775114 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22810 members Mstep: Class 2 contains 18213 members Entering Unmasked Estep Score: -6775147.000000 Penalty: 5268.456543 Iteration 47Q: 3 clusters Score -6775147 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22594 members Mstep: Class 2 contains 18429 members Entering Unmasked Estep Score: -6775188.000000 Penalty: 5268.456543 Iteration 48Q: 3 clusters Score -6775188 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22387 members Mstep: Class 2 contains 18636 members Entering Unmasked Estep Score: -6775241.000000 Penalty: 5268.456543 Iteration 49Q: 3 clusters Score -6775241 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22125 members Mstep: Class 2 contains 18898 members Entering Unmasked Estep Score: -6775304.500000 Penalty: 5268.456543 Iteration 50Q: 3 clusters Score -6775304 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21860 members Mstep: Class 2 contains 19163 members Entering Unmasked Estep Score: -6775322.500000 Penalty: 5268.456543 Iteration 51Q: 3 clusters Score -6775322 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21590 members Mstep: Class 2 contains 19433 members Entering Unmasked Estep Score: -6775396.500000 Penalty: 5268.456543 Iteration 52Q: 3 clusters Score -6775396 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21300 members Mstep: Class 2 contains 19723 members Entering Unmasked Estep Score: -6775474.500000 Penalty: 5268.456543 Iteration 53Q: 3 clusters Score -6775474 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20997 members Mstep: Class 2 contains 20026 members Entering Unmasked Estep Score: -6775537.500000 Penalty: 5268.456543 Iteration 54Q: 3 clusters Score -6775538 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20672 members Mstep: Class 2 contains 20351 members Entering Unmasked Estep Score: -6775679.000000 Penalty: 5268.456543 Iteration 55Q: 3 clusters Score -6775679 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20325 members Mstep: Class 2 contains 20698 members Entering Unmasked Estep Score: -6775743.500000 Penalty: 5268.456543 Iteration 56Q: 3 clusters Score -6775744 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19941 members Mstep: Class 2 contains 21082 members Entering Unmasked Estep Score: -6775841.000000 Penalty: 5268.456543 Iteration 57Q: 3 clusters Score -6775841 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19566 members Mstep: Class 2 contains 21457 members Entering Unmasked Estep Score: -6775960.000000 Penalty: 5268.456543 Iteration 58Q: 3 clusters Score -6775960 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19172 members Mstep: Class 2 contains 21851 members Entering Unmasked Estep Score: -6776079.500000 Penalty: 5268.456543 Iteration 59Q: 3 clusters Score -6776080 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18805 members Mstep: Class 2 contains 22218 members Entering Unmasked Estep Score: -6776174.500000 Penalty: 5268.456543 Iteration 60F: 3 clusters Score -6776174 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18436 members Mstep: Class 2 contains 22587 members Entering Unmasked Estep Score: -6776268.000000 Penalty: 5268.456543 Iteration 61Q: 3 clusters Score -6776268 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18060 members Mstep: Class 2 contains 22963 members Entering Unmasked Estep Score: -6776387.500000 Penalty: 5268.456543 Iteration 62Q: 3 clusters Score -6776388 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17686 members Mstep: Class 2 contains 23337 members Entering Unmasked Estep Score: -6776497.000000 Penalty: 5268.456543 Iteration 63Q: 3 clusters Score -6776497 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17306 members Mstep: Class 2 contains 23717 members Entering Unmasked Estep Score: -6776590.000000 Penalty: 5268.456543 Iteration 64Q: 3 clusters Score -6776590 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16931 members Mstep: Class 2 contains 24092 members Entering Unmasked Estep Score: -6776673.500000 Penalty: 5268.456543 Iteration 65Q: 3 clusters Score -6776674 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16578 members Mstep: Class 2 contains 24445 members Entering Unmasked Estep Score: -6776729.500000 Penalty: 5268.456543 Iteration 66Q: 3 clusters Score -6776730 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16238 members Mstep: Class 2 contains 24785 members Entering Unmasked Estep Score: -6776791.500000 Penalty: 5268.456543 Iteration 67Q: 3 clusters Score -6776792 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15904 members Mstep: Class 2 contains 25119 members Entering Unmasked Estep Score: -6776893.000000 Penalty: 5268.456543 Iteration 68Q: 3 clusters Score -6776893 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15596 members Mstep: Class 2 contains 25427 members Entering Unmasked Estep Score: -6776916.500000 Penalty: 5268.456543 Iteration 69Q: 3 clusters Score -6776916 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15266 members Mstep: Class 2 contains 25757 members Entering Unmasked Estep Score: -6776999.500000 Penalty: 5268.456543 Iteration 70Q: 3 clusters Score -6777000 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14934 members Mstep: Class 2 contains 26089 members Entering Unmasked Estep Score: -6777049.000000 Penalty: 5268.456543 Iteration 71Q: 3 clusters Score -6777049 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14626 members Mstep: Class 2 contains 26397 members Entering Unmasked Estep Score: -6777126.500000 Penalty: 5268.456543 Iteration 72Q: 3 clusters Score -6777126 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14351 members Mstep: Class 2 contains 26672 members Entering Unmasked Estep Score: -6777176.500000 Penalty: 5268.456543 Iteration 73Q: 3 clusters Score -6777176 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14080 members Mstep: Class 2 contains 26943 members Entering Unmasked Estep Score: -6777206.500000 Penalty: 5268.456543 Iteration 74Q: 3 clusters Score -6777206 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13786 members Mstep: Class 2 contains 27237 members Entering Unmasked Estep Score: -6777253.500000 Penalty: 5268.456543 Iteration 75Q: 3 clusters Score -6777254 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13521 members Mstep: Class 2 contains 27502 members Entering Unmasked Estep Score: -6777287.500000 Penalty: 5268.456543 Iteration 76Q: 3 clusters Score -6777288 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13260 members Mstep: Class 2 contains 27763 members Entering Unmasked Estep Score: -6777302.000000 Penalty: 5268.456543 Iteration 77Q: 3 clusters Score -6777302 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13030 members Mstep: Class 2 contains 27993 members Entering Unmasked Estep Score: -6777336.500000 Penalty: 5268.456543 Iteration 78Q: 3 clusters Score -6777336 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12844 members Mstep: Class 2 contains 28179 members Entering Unmasked Estep Score: -6777360.500000 Penalty: 5268.456543 Iteration 79Q: 3 clusters Score -6777360 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12645 members Mstep: Class 2 contains 28378 members Entering Unmasked Estep Score: -6777370.500000 Penalty: 5268.456543 Iteration 80F: 3 clusters Score -6777370 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Mstep: Class 2 contains 28549 members Entering Unmasked Estep Score: -6777381.000000 Penalty: 5268.456543 Iteration 81Q: 3 clusters Score -6777381 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12292 members Mstep: Class 2 contains 28731 members Entering Unmasked Estep Score: -6777421.000000 Penalty: 5268.456543 Iteration 82Q: 3 clusters Score -6777421 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 28915 members Entering Unmasked Estep Score: -6777429.500000 Penalty: 5268.456543 Iteration 83Q: 3 clusters Score -6777430 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11937 members Mstep: Class 2 contains 29086 members Entering Unmasked Estep Score: -6777463.500000 Penalty: 5268.456543 Iteration 84Q: 3 clusters Score -6777464 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11767 members Mstep: Class 2 contains 29256 members Entering Unmasked Estep Score: -6777470.500000 Penalty: 5268.456543 Iteration 85Q: 3 clusters Score -6777470 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11613 members Mstep: Class 2 contains 29410 members Entering Unmasked Estep Score: -6777471.000000 Penalty: 5268.456543 Iteration 86Q: 3 clusters Score -6777471 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 29552 members Entering Unmasked Estep Score: -6777485.500000 Penalty: 5268.456543 Iteration 87Q: 3 clusters Score -6777486 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11355 members Mstep: Class 2 contains 29668 members Entering Unmasked Estep Score: -6777487.000000 Penalty: 5268.456543 Iteration 88Q: 3 clusters Score -6777487 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11255 members Mstep: Class 2 contains 29768 members Entering Unmasked Estep Score: -6777510.000000 Penalty: 5268.456543 Iteration 89Q: 3 clusters Score -6777510 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 29860 members Entering Unmasked Estep Score: -6777486.500000 Penalty: 5268.456543 Iteration 90Q: 3 clusters Score -6777486 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 29946 members Entering Unmasked Estep Score: -6777504.000000 Penalty: 5268.456543 Iteration 91Q: 3 clusters Score -6777504 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10999 members Mstep: Class 2 contains 30024 members Entering Unmasked Estep Score: -6777527.500000 Penalty: 5268.456543 Iteration 92Q: 3 clusters Score -6777528 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10900 members Mstep: Class 2 contains 30123 members Entering Unmasked Estep Score: -6777508.500000 Penalty: 5268.456543 Iteration 93Q: 3 clusters Score -6777508 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10830 members Mstep: Class 2 contains 30193 members Entering Unmasked Estep Score: -6777525.500000 Penalty: 5268.456543 Iteration 94Q: 3 clusters Score -6777526 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10753 members Mstep: Class 2 contains 30270 members Entering Unmasked Estep Score: -6777517.500000 Penalty: 5268.456543 Iteration 95Q: 3 clusters Score -6777518 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10659 members Mstep: Class 2 contains 30364 members Entering Unmasked Estep Score: -6777530.500000 Penalty: 5268.456543 Iteration 96Q: 3 clusters Score -6777530 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: 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contains 0 members Mstep: Class 1 contains 10107 members Mstep: Class 2 contains 30916 members Entering Unmasked Estep Score: -6777553.000000 Penalty: 5268.456543 Iteration 101Q: 3 clusters Score -6777553 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9991 members Mstep: Class 2 contains 31032 members Entering Unmasked Estep Score: -6777553.500000 Penalty: 5268.456543 Iteration 102Q: 3 clusters Score -6777554 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9868 members Mstep: Class 2 contains 31155 members Entering Unmasked Estep Score: -6777554.500000 Penalty: 5268.456543 Iteration 103Q: 3 clusters Score -6777554 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9761 members Mstep: Class 2 contains 31262 members Entering Unmasked Estep Score: -6777570.000000 Penalty: 5268.456543 Iteration 104Q: 3 clusters Score -6777570 nChanged 100 Entering 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nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9287 members Mstep: Class 2 contains 31736 members Entering Unmasked Estep Score: -6777633.500000 Penalty: 5268.456543 Iteration 109Q: 3 clusters Score -6777634 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 31830 members Entering Unmasked Estep Score: -6777630.500000 Penalty: 5268.456543 Iteration 110Q: 3 clusters Score -6777630 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9098 members Mstep: Class 2 contains 31925 members Entering Unmasked Estep Score: -6777632.500000 Penalty: 5268.456543 Iteration 111Q: 3 clusters Score -6777632 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9012 members Mstep: Class 2 contains 32011 members Entering Unmasked Estep Score: -6777629.500000 Penalty: 5268.456543 Iteration 112Q: 3 clusters Score -6777630 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8921 members Mstep: Class 2 contains 32102 members Entering Unmasked Estep Score: -6777633.000000 Penalty: 5268.456543 Iteration 113Q: 3 clusters Score -6777633 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8812 members Mstep: Class 2 contains 32211 members Entering Unmasked Estep Score: -6777649.000000 Penalty: 5268.456543 Iteration 114Q: 3 clusters Score -6777649 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 32331 members Entering Unmasked Estep Score: -6777660.000000 Penalty: 5268.456543 Iteration 115Q: 3 clusters Score -6777660 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8576 members Mstep: Class 2 contains 32447 members Entering Unmasked Estep Score: -6777660.500000 Penalty: 5268.456543 Iteration 116Q: 3 clusters Score -6777660 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 32549 members Entering Unmasked Estep Score: -6777689.500000 Penalty: 5268.456543 Iteration 117Q: 3 clusters Score -6777690 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 32644 members Entering Unmasked Estep Score: -6777703.500000 Penalty: 5268.456543 Iteration 118Q: 3 clusters Score -6777704 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 32734 members Entering Unmasked Estep Score: -6777691.500000 Penalty: 5268.456543 Iteration 119Q: 3 clusters Score -6777692 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8197 members Mstep: Class 2 contains 32826 members Entering Unmasked Estep Score: 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members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 35877 members Entering Unmasked Estep Score: -6777925.000000 Penalty: 5268.456543 Iteration 183Q: 3 clusters Score -6777925 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 35914 members Entering Unmasked Estep Score: -6777938.500000 Penalty: 5268.456543 Iteration 184Q: 3 clusters Score -6777938 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 35946 members Entering Unmasked Estep Score: -6777955.000000 Penalty: 5268.456543 Iteration 185Q: 3 clusters Score -6777955 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 35976 members Entering Unmasked Estep Score: -6777979.000000 Penalty: 5268.456543 Iteration 186Q: 3 clusters Score -6777979 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 36007 members Entering Unmasked Estep Score: -6777984.000000 Penalty: 5268.456543 Iteration 187Q: 3 clusters Score -6777984 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 36039 members Entering Unmasked Estep Score: -6777964.500000 Penalty: 5268.456543 Iteration 188Q: 3 clusters Score -6777964 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 36072 members Entering Unmasked Estep Score: -6777973.000000 Penalty: 5268.456543 Iteration 189Q: 3 clusters Score -6777973 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4921 members Mstep: Class 2 contains 36102 members Entering Unmasked Estep Score: -6777983.000000 Penalty: 5268.456543 Iteration 190Q: 3 clusters Score -6777983 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 36135 members Entering Unmasked Estep Score: -6777974.000000 Penalty: 5268.456543 Iteration 191Q: 3 clusters Score -6777974 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 36161 members Entering Unmasked Estep Score: -6777986.500000 Penalty: 5268.456543 Iteration 192Q: 3 clusters Score -6777986 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 36183 members Entering Unmasked Estep Score: -6777981.000000 Penalty: 5268.456543 Iteration 193Q: 3 clusters Score -6777981 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 36205 members Entering Unmasked Estep Score: -6777981.500000 Penalty: 5268.456543 Iteration 194Q: 3 clusters Score -6777982 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 36228 members Entering Unmasked Estep Score: -6777976.000000 Penalty: 5268.456543 Iteration 195Q: 3 clusters Score -6777976 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 36252 members Entering Unmasked Estep Score: -6777987.500000 Penalty: 5268.456543 Iteration 196Q: 3 clusters Score -6777988 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 36278 members Entering Unmasked Estep Score: -6777987.500000 Penalty: 5268.456543 Iteration 197Q: 3 clusters Score -6777988 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 36295 members Entering Unmasked Estep Score: -6777992.000000 Penalty: 5268.456543 Iteration 198Q: 3 clusters Score -6777992 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 36310 members Entering Unmasked Estep Score: -6778001.000000 Penalty: 5268.456543 Iteration 199Q: 3 clusters Score -6778001 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 36319 members Entering Unmasked Estep Score: -6777993.000000 Penalty: 5268.456543 Iteration 200F: 3 clusters Score -6777993 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 36326 members Entering Unmasked Estep Score: -6777994.000000 Penalty: 5268.456543 Iteration 201Q: 3 clusters Score -6777994 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 36340 members Entering Unmasked Estep Score: -6777988.500000 Penalty: 5268.456543 Iteration 202Q: 3 clusters Score -6777988 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 36359 members Entering Unmasked Estep Score: -6778003.000000 Penalty: 5268.456543 Iteration 203Q: 3 clusters Score -6778003 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 36381 members Entering Unmasked Estep Score: -6778012.500000 Penalty: 5268.456543 Iteration 204Q: 3 clusters Score -6778012 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 36399 members Entering Unmasked Estep Score: -6778016.500000 Penalty: 5268.456543 Iteration 205Q: 3 clusters Score -6778016 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 36415 members Entering Unmasked Estep Score: -6778020.000000 Penalty: 5268.456543 Iteration 206Q: 3 clusters Score -6778020 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 36427 members Entering Unmasked Estep Score: -6778016.500000 Penalty: 5268.456543 Iteration 207Q: 3 clusters Score -6778016 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 36440 members Entering Unmasked Estep Score: -6778032.500000 Penalty: 5268.456543 Iteration 208Q: 3 clusters Score -6778032 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 36452 members Entering Unmasked Estep Score: -6778044.500000 Penalty: 5268.456543 Iteration 209Q: 3 clusters Score -6778044 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 36468 members Entering Unmasked Estep Score: -6778033.500000 Penalty: 5268.456543 Iteration 210Q: 3 clusters Score -6778034 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 36485 members Entering Unmasked Estep Score: -6778047.500000 Penalty: 5268.456543 Iteration 211Q: 3 clusters Score -6778048 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 36500 members Entering Unmasked Estep Score: -6778041.500000 Penalty: 5268.456543 Iteration 212Q: 3 clusters Score -6778042 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 36514 members Entering Unmasked Estep Score: -6778042.000000 Penalty: 5268.456543 Iteration 213Q: 3 clusters Score -6778042 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 36522 members Entering Unmasked Estep Score: -6778048.000000 Penalty: 5268.456543 Iteration 214Q: 3 clusters Score -6778048 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 36536 members Entering Unmasked Estep Score: -6778051.000000 Penalty: 5268.456543 Iteration 215Q: 3 clusters Score -6778051 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 36547 members Entering Unmasked Estep Score: -6778057.000000 Penalty: 5268.456543 Iteration 216Q: 3 clusters Score -6778057 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 36562 members Entering Unmasked Estep Score: -6778067.000000 Penalty: 5268.456543 Iteration 217Q: 3 clusters Score -6778067 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 36575 members Entering Unmasked Estep Score: -6778071.000000 Penalty: 5268.456543 Iteration 218Q: 3 clusters Score -6778071 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 36587 members Entering Unmasked Estep Score: -6778073.000000 Penalty: 5268.456543 Iteration 219Q: 3 clusters Score -6778073 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 36602 members Entering Unmasked Estep Score: -6778067.500000 Penalty: 5268.456543 Iteration 220F: 3 clusters Score -6778068 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 36610 members Entering Unmasked Estep Score: -6778060.000000 Penalty: 5268.456543 Iteration 221Q: 3 clusters Score -6778060 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 36622 members Entering Unmasked Estep Score: -6778063.000000 Penalty: 5268.456543 Iteration 222Q: 3 clusters Score -6778063 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 36634 members Entering Unmasked Estep Score: -6778073.000000 Penalty: 5268.456543 Iteration 223Q: 3 clusters Score -6778073 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 36647 members Entering Unmasked Estep Score: -6778075.000000 Penalty: 5268.456543 Iteration 224Q: 3 clusters Score -6778075 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 36663 members Entering Unmasked Estep Score: -6778070.500000 Penalty: 5268.456543 Iteration 225Q: 3 clusters Score -6778070 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 36681 members Entering Unmasked Estep Score: -6778075.000000 Penalty: 5268.456543 Iteration 226Q: 3 clusters Score -6778075 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 36702 members Entering Unmasked Estep Score: -6778076.000000 Penalty: 5268.456543 Iteration 227Q: 3 clusters Score -6778076 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 36727 members Entering Unmasked Estep Score: -6778077.000000 Penalty: 5268.456543 Iteration 228Q: 3 clusters Score -6778077 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 36755 members Entering Unmasked Estep Score: -6778092.000000 Penalty: 5268.456543 Iteration 229Q: 3 clusters Score -6778092 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 36782 members Entering Unmasked Estep Score: -6778092.500000 Penalty: 5268.456543 Iteration 230Q: 3 clusters Score -6778092 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 36812 members Entering Unmasked Estep Score: -6778090.000000 Penalty: 5268.456543 Iteration 231Q: 3 clusters Score -6778090 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 36840 members Entering Unmasked Estep Score: -6778105.500000 Penalty: 5268.456543 Iteration 232Q: 3 clusters Score -6778106 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 36862 members Entering Unmasked Estep Score: -6778098.000000 Penalty: 5268.456543 Iteration 233Q: 3 clusters Score -6778098 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 36884 members Entering Unmasked Estep Score: -6778107.500000 Penalty: 5268.456543 Iteration 234Q: 3 clusters Score -6778108 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 36900 members Entering Unmasked Estep Score: -6778119.000000 Penalty: 5268.456543 Iteration 235Q: 3 clusters Score -6778119 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 36915 members Entering Unmasked Estep Score: -6778111.500000 Penalty: 5268.456543 Iteration 236Q: 3 clusters Score -6778112 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 36931 members Entering Unmasked Estep Score: -6778104.000000 Penalty: 5268.456543 Iteration 237Q: 3 clusters Score -6778104 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 36938 members Entering Unmasked Estep Score: -6778107.000000 Penalty: 5268.456543 Iteration 238Q: 3 clusters Score -6778107 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 36947 members Entering Unmasked Estep Score: -6778110.500000 Penalty: 5268.456543 Iteration 239Q: 3 clusters Score -6778110 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 36957 members Entering Unmasked Estep Score: -6778107.000000 Penalty: 5268.456543 Iteration 240F: 3 clusters Score -6778107 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 36965 members Entering Unmasked Estep Score: -6778111.000000 Penalty: 5268.456543 Iteration 241Q: 3 clusters Score -6778111 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 36970 members Entering Unmasked Estep Score: -6778109.000000 Penalty: 5268.456543 Iteration 242Q: 3 clusters Score -6778109 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 36977 members Entering Unmasked Estep Score: -6778105.500000 Penalty: 5268.456543 Iteration 243Q: 3 clusters Score -6778106 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 36983 members Entering Unmasked Estep Score: -6778118.000000 Penalty: 5268.456543 Iteration 244Q: 3 clusters Score -6778118 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 36991 members Entering Unmasked Estep Score: -6778114.500000 Penalty: 5268.456543 Iteration 245Q: 3 clusters Score -6778114 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 36999 members Entering Unmasked Estep Score: -6778113.000000 Penalty: 5268.456543 Iteration 246Q: 3 clusters Score -6778113 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 37005 members Entering Unmasked Estep Score: -6778114.000000 Penalty: 5268.456543 Iteration 247Q: 3 clusters Score -6778114 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 37014 members Entering Unmasked Estep Score: -6778112.500000 Penalty: 5268.456543 Iteration 248Q: 3 clusters Score -6778112 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 37023 members Entering Unmasked Estep Score: -6778116.500000 Penalty: 5268.456543 Iteration 249Q: 3 clusters Score -6778116 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 37031 members Entering Unmasked Estep Score: -6778129.000000 Penalty: 5268.456543 Iteration 250Q: 3 clusters Score -6778129 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 37037 members Entering Unmasked Estep Score: -6778124.000000 Penalty: 5268.456543 Iteration 251Q: 3 clusters Score -6778124 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 37047 members Entering Unmasked Estep Score: -6778126.000000 Penalty: 5268.456543 Iteration 252Q: 3 clusters Score -6778126 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 37059 members Entering Unmasked Estep Score: -6778119.000000 Penalty: 5268.456543 Iteration 253Q: 3 clusters Score -6778119 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 37070 members Entering Unmasked Estep Score: -6778116.500000 Penalty: 5268.456543 Iteration 254Q: 3 clusters Score -6778116 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 37078 members Entering Unmasked Estep Score: -6778130.000000 Penalty: 5268.456543 Iteration 255Q: 3 clusters Score -6778130 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 37081 members Entering Unmasked Estep Score: -6778124.500000 Penalty: 5268.456543 Iteration 256Q: 3 clusters Score -6778124 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 37086 members Entering Unmasked Estep Score: -6778127.000000 Penalty: 5268.456543 Iteration 257Q: 3 clusters Score -6778127 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 37087 members Entering Unmasked Estep Score: -6778126.000000 Penalty: 5268.456543 Iteration 258Q: 3 clusters Score -6778126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 37090 members Entering Unmasked Estep Score: -6778127.000000 Penalty: 5268.456543 Iteration 259Q: 3 clusters Score -6778127 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 37093 members Entering Unmasked Estep Score: -6778127.000000 Penalty: 5268.456543 Iteration 260F: 3 clusters Score -6778127 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 37098 members Entering Unmasked Estep Score: -6778135.500000 Penalty: 5268.456543 Iteration 261Q: 3 clusters Score -6778136 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 37102 members Entering Unmasked Estep Score: -6778139.000000 Penalty: 5268.456543 Iteration 262Q: 3 clusters Score -6778139 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 37104 members Entering Unmasked Estep Score: -6778135.000000 Penalty: 5268.456543 Iteration 263Q: 3 clusters Score -6778135 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 37105 members Entering Unmasked Estep Score: -6778143.000000 Penalty: 5268.456543 Iteration 264Q: 3 clusters Score -6778143 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 37105 members Entering Unmasked Estep Score: -6778143.000000 Penalty: 5268.456543 Iteration 265F: 3 clusters Score -6778143 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Entering Unmasked Estep Score: -28240.878906 Penalty: 1307.703979 Iteration 0F: 2 clusters Score -28240.88 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 102 members Entering Unmasked Estep Score: -27175.865234 Penalty: 2615.407959 Iteration 0F: 3 clusters Score -27175.87 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -27256.513672 Penalty: 2615.407959 Iteration 1F: 3 clusters Score -27256.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -27285.072266 Penalty: 2615.407959 Iteration 2Q: 3 clusters Score -27285.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -27285.072266 Penalty: 2615.407959 Iteration 3F: 3 clusters Score -27285.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Entering Unmasked Estep Score: -35466.660156 Penalty: 1406.130493 Iteration 0F: 2 clusters Score -35466.66 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 146 members Entering Unmasked Estep Score: -34285.523438 Penalty: 2812.260986 Iteration 0F: 3 clusters Score -34285.52 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -34436.171875 Penalty: 2812.260986 Iteration 1F: 3 clusters Score -34436.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -34503.878906 Penalty: 2812.260986 Iteration 2Q: 3 clusters Score -34503.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -34519.199219 Penalty: 2812.260986 Iteration 3Q: 3 clusters Score -34519.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -34520.078125 Penalty: 2812.260986 Iteration 4Q: 3 clusters Score -34520.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -34520.078125 Penalty: 2812.260986 Iteration 5F: 3 clusters Score -34520.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -35033.820312 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -35033.82 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 127 members Entering Unmasked Estep Score: -33852.023438 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -33852.02 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -33989.839844 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -33989.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -34023.039062 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -34023.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -34028.300781 Penalty: 2740.624756 Iteration 3Q: 3 clusters Score -34028.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -34046.679688 Penalty: 2740.624756 Iteration 4Q: 3 clusters Score -34046.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -34069.574219 Penalty: 2740.624756 Iteration 5Q: 3 clusters Score -34069.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -34075.390625 Penalty: 2740.624756 Iteration 6Q: 3 clusters Score -34075.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -34076.554688 Penalty: 2740.624756 Iteration 7Q: 3 clusters Score -34076.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -34076.554688 Penalty: 2740.624756 Iteration 8F: 3 clusters Score -34076.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -53517.562500 Penalty: 1497.983154 Iteration 0F: 2 clusters Score -53517.56 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 207 members Entering Unmasked Estep Score: -52226.824219 Penalty: 2995.966309 Iteration 0F: 3 clusters Score -52226.82 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -52561.039062 Penalty: 2995.966309 Iteration 1F: 3 clusters Score -52561.04 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -52683.113281 Penalty: 2995.966309 Iteration 2F: 3 clusters Score -52683.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -52844.066406 Penalty: 2995.966309 Iteration 3Q: 3 clusters Score -52844.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -52912.968750 Penalty: 2995.966309 Iteration 4Q: 3 clusters Score -52912.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -52933.238281 Penalty: 2995.966309 Iteration 5Q: 3 clusters Score -52933.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -52959.980469 Penalty: 2995.966309 Iteration 6Q: 3 clusters Score -52959.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -52992.011719 Penalty: 2995.966309 Iteration 7Q: 3 clusters Score -52992.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -53036.921875 Penalty: 2995.966309 Iteration 8Q: 3 clusters Score -53036.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -53077.367188 Penalty: 2995.966309 Iteration 9Q: 3 clusters Score -53077.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -53105.722656 Penalty: 2995.966309 Iteration 10Q: 3 clusters Score -53105.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -53140.453125 Penalty: 2995.966309 Iteration 11Q: 3 clusters Score -53140.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -53179.101562 Penalty: 2995.966309 Iteration 12Q: 3 clusters Score -53179.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -53248.609375 Penalty: 2995.966309 Iteration 13Q: 3 clusters Score -53248.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -53390.187500 Penalty: 2995.966309 Iteration 14Q: 3 clusters Score -53390.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -53428.019531 Penalty: 2995.966309 Iteration 15Q: 3 clusters Score -53428.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -53437.871094 Penalty: 2995.966309 Iteration 16Q: 3 clusters Score -53437.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -53439.042969 Penalty: 2995.966309 Iteration 17F: 3 clusters Score -53439.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -53449.640625 Penalty: 2995.966309 Iteration 18Q: 3 clusters Score -53449.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -53477.929688 Penalty: 2995.966309 Iteration 19Q: 3 clusters Score -53477.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -53572.808594 Penalty: 2995.966309 Iteration 20F: 3 clusters Score -53572.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -53707.007812 Penalty: 2995.966309 Iteration 21Q: 3 clusters Score -53707.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -53725.082031 Penalty: 2995.966309 Iteration 22Q: 3 clusters Score -53725.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -53725.082031 Penalty: 2995.966309 Iteration 23F: 3 clusters Score -53725.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6056 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46600 members Mstep: Class 8 contains 3975 members Mstep: Class 9 contains 41023 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 266 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11440 members Mstep: Class 16 contains 23930 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28672 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40312 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11214 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9695 members Mstep: Class 27 contains 154 members Entering Unmasked Estep Score: -37743596.000000 Penalty: 82835.382812 Splitting cluster 13 changes total score from -37744992.000000 to -37743596.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -82168.164062 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -82168.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -80576.070312 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -80576.07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -80839.015625 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -80839.02 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -80895.007812 Penalty: 3167.892090 Iteration 2F: 3 clusters Score -80895.01 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -80934.476562 Penalty: 3167.892090 Iteration 3Q: 3 clusters Score -80934.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -80958.625000 Penalty: 3167.892090 Iteration 4Q: 3 clusters Score -80958.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -80975.453125 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -80975.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -80981.929688 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -80981.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -81000.132812 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -81000.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -81012.945312 Penalty: 3167.892090 Iteration 8Q: 3 clusters Score -81012.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -81038.523438 Penalty: 3167.892090 Iteration 9Q: 3 clusters Score -81038.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -81052.140625 Penalty: 3167.892090 Iteration 10Q: 3 clusters Score -81052.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -81087.484375 Penalty: 3167.892090 Iteration 11Q: 3 clusters Score -81087.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -81125.554688 Penalty: 3167.892090 Iteration 12Q: 3 clusters Score -81125.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -81169.781250 Penalty: 3167.892090 Iteration 13Q: 3 clusters Score -81169.78 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -81236.625000 Penalty: 3167.892090 Iteration 14Q: 3 clusters Score -81236.62 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -81302.164062 Penalty: 3167.892090 Iteration 15Q: 3 clusters Score -81302.16 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -81418.281250 Penalty: 3167.892090 Iteration 16Q: 3 clusters Score -81418.28 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -81540.726562 Penalty: 3167.892090 Iteration 17Q: 3 clusters Score -81540.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -81604.687500 Penalty: 3167.892090 Iteration 18Q: 3 clusters Score -81604.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -81670.531250 Penalty: 3167.892090 Iteration 19Q: 3 clusters Score -81670.53 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -81702.226562 Penalty: 3167.892090 Iteration 20F: 3 clusters Score -81702.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -81710.960938 Penalty: 3167.892090 Iteration 21Q: 3 clusters Score -81710.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -81720.703125 Penalty: 3167.892090 Iteration 22Q: 3 clusters Score -81720.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -81730.429688 Penalty: 3167.892090 Iteration 23Q: 3 clusters Score -81730.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -81735.804688 Penalty: 3167.892090 Iteration 24Q: 3 clusters Score -81735.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -81739.867188 Penalty: 3167.892090 Iteration 25Q: 3 clusters Score -81739.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -81739.867188 Penalty: 3167.892090 Iteration 26F: 3 clusters Score -81739.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (11440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11440 members Entering Unmasked Estep Score: -1821225.375000 Penalty: 2317.528076 Iteration 0F: 2 clusters Score -1821225 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -1812578.125000 Penalty: 4635.056152 Iteration 0F: 3 clusters Score -1812578 nChanged 4824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -1815183.375000 Penalty: 4635.056152 Iteration 1F: 3 clusters Score -1815183 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -1815540.500000 Penalty: 4635.056152 Iteration 2F: 3 clusters Score -1815540 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -1815786.625000 Penalty: 4635.056152 Iteration 3F: 3 clusters Score -1815787 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -1815987.875000 Penalty: 4635.056152 Iteration 4Q: 3 clusters Score -1815988 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -1816224.250000 Penalty: 4635.056152 Iteration 5Q: 3 clusters Score -1816224 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -1816508.750000 Penalty: 4635.056152 Iteration 6Q: 3 clusters Score -1816509 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 5971 members Entering Unmasked Estep Score: -1816842.125000 Penalty: 4635.056152 Iteration 7Q: 3 clusters Score -1816842 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -1817198.125000 Penalty: 4635.056152 Iteration 8Q: 3 clusters Score -1817198 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -1817528.250000 Penalty: 4635.056152 Iteration 9Q: 3 clusters Score -1817528 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -1817823.750000 Penalty: 4635.056152 Iteration 10Q: 3 clusters Score -1817824 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -1818016.000000 Penalty: 4635.056152 Iteration 11Q: 3 clusters Score -1818016 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -1818178.875000 Penalty: 4635.056152 Iteration 12Q: 3 clusters Score -1818179 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -1818325.000000 Penalty: 4635.056152 Iteration 13Q: 3 clusters Score -1818325 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -1818400.875000 Penalty: 4635.056152 Iteration 14Q: 3 clusters Score -1818401 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -1818454.875000 Penalty: 4635.056152 Iteration 15Q: 3 clusters Score -1818455 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -1818495.500000 Penalty: 4635.056152 Iteration 16Q: 3 clusters Score -1818496 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -1818521.875000 Penalty: 4635.056152 Iteration 17Q: 3 clusters Score -1818522 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -1818536.500000 Penalty: 4635.056152 Iteration 18Q: 3 clusters Score -1818536 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -1818547.000000 Penalty: 4635.056152 Iteration 19Q: 3 clusters Score -1818547 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -1818556.875000 Penalty: 4635.056152 Iteration 20F: 3 clusters Score -1818557 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -1818563.625000 Penalty: 4635.056152 Iteration 21Q: 3 clusters Score -1818564 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -1818570.125000 Penalty: 4635.056152 Iteration 22Q: 3 clusters Score -1818570 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -1818575.125000 Penalty: 4635.056152 Iteration 23Q: 3 clusters Score -1818575 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -1818574.125000 Penalty: 4635.056152 Iteration 24Q: 3 clusters Score -1818574 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -1818576.250000 Penalty: 4635.056152 Iteration 25Q: 3 clusters Score -1818576 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1818573.375000 Penalty: 4635.056152 Iteration 26Q: 3 clusters Score -1818573 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -1818577.250000 Penalty: 4635.056152 Iteration 27Q: 3 clusters Score -1818577 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -1818580.000000 Penalty: 4635.056152 Iteration 28Q: 3 clusters Score -1818580 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -1818585.750000 Penalty: 4635.056152 Iteration 29Q: 3 clusters Score -1818586 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1818591.375000 Penalty: 4635.056152 Iteration 30Q: 3 clusters Score -1818591 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -1818592.500000 Penalty: 4635.056152 Iteration 31Q: 3 clusters Score -1818592 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -1818593.500000 Penalty: 4635.056152 Iteration 32Q: 3 clusters Score -1818594 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -1818597.625000 Penalty: 4635.056152 Iteration 33Q: 3 clusters Score -1818598 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -1818594.375000 Penalty: 4635.056152 Iteration 34Q: 3 clusters Score -1818594 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1818596.750000 Penalty: 4635.056152 Iteration 35Q: 3 clusters Score -1818597 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -1818600.250000 Penalty: 4635.056152 Iteration 36Q: 3 clusters Score -1818600 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -1818598.125000 Penalty: 4635.056152 Iteration 37Q: 3 clusters Score -1818598 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -1818597.625000 Penalty: 4635.056152 Iteration 38Q: 3 clusters Score -1818598 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1818599.875000 Penalty: 4635.056152 Iteration 39Q: 3 clusters Score -1818600 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -1818602.500000 Penalty: 4635.056152 Iteration 40F: 3 clusters Score -1818602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -1818603.000000 Penalty: 4635.056152 Iteration 41Q: 3 clusters Score -1818603 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -1818604.625000 Penalty: 4635.056152 Iteration 42Q: 3 clusters Score -1818605 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -1818604.875000 Penalty: 4635.056152 Iteration 43Q: 3 clusters Score -1818605 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -1818605.125000 Penalty: 4635.056152 Iteration 44Q: 3 clusters Score -1818605 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -1818608.875000 Penalty: 4635.056152 Iteration 45Q: 3 clusters Score -1818609 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -1818608.875000 Penalty: 4635.056152 Iteration 46F: 3 clusters Score -1818609 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23930 members Entering Unmasked Estep Score: -3893154.250000 Penalty: 2500.556396 Iteration 0F: 2 clusters Score -3893154 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11929 members Mstep: Class 2 contains 12001 members Entering Unmasked Estep Score: -3876558.500000 Penalty: 5001.112793 Iteration 0F: 3 clusters Score -3876558 nChanged 10702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11185 members Mstep: Class 2 contains 12745 members Entering Unmasked Estep Score: -3882589.000000 Penalty: 5001.112793 Iteration 1F: 3 clusters Score -3882589 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10694 members Mstep: Class 2 contains 13236 members Entering Unmasked Estep Score: -3883473.250000 Penalty: 5001.112793 Iteration 2F: 3 clusters Score -3883473 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10012 members Mstep: Class 2 contains 13918 members Entering Unmasked Estep Score: -3884446.750000 Penalty: 5001.112793 Iteration 3F: 3 clusters Score -3884447 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9200 members Mstep: Class 2 contains 14730 members Entering Unmasked Estep Score: -3885465.000000 Penalty: 5001.112793 Iteration 4F: 3 clusters Score -3885465 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8291 members Mstep: Class 2 contains 15639 members Entering Unmasked Estep Score: -3886490.000000 Penalty: 5001.112793 Iteration 5F: 3 clusters Score -3886490 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7262 members Mstep: Class 2 contains 16668 members Entering Unmasked Estep Score: -3887567.000000 Penalty: 5001.112793 Iteration 6F: 3 clusters Score -3887567 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 17710 members Entering Unmasked Estep Score: -3888481.250000 Penalty: 5001.112793 Iteration 7F: 3 clusters Score -3888481 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 18638 members Entering Unmasked Estep Score: -3889173.250000 Penalty: 5001.112793 Iteration 8Q: 3 clusters Score -3889173 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 19397 members Entering Unmasked Estep Score: -3889788.250000 Penalty: 5001.112793 Iteration 9Q: 3 clusters Score -3889788 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 20054 members Entering Unmasked Estep Score: -3890302.250000 Penalty: 5001.112793 Iteration 10Q: 3 clusters Score -3890302 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 20606 members Entering Unmasked Estep Score: -3890751.250000 Penalty: 5001.112793 Iteration 11Q: 3 clusters Score -3890751 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 21011 members Entering Unmasked Estep Score: -3891065.250000 Penalty: 5001.112793 Iteration 12Q: 3 clusters Score -3891065 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 21291 members Entering Unmasked Estep Score: -3891261.750000 Penalty: 5001.112793 Iteration 13Q: 3 clusters Score -3891262 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 21499 members Entering Unmasked Estep Score: -3891380.000000 Penalty: 5001.112793 Iteration 14Q: 3 clusters Score -3891380 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 21674 members Entering Unmasked Estep Score: -3891475.750000 Penalty: 5001.112793 Iteration 15Q: 3 clusters Score -3891476 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 21824 members Entering Unmasked Estep Score: -3891540.750000 Penalty: 5001.112793 Iteration 16Q: 3 clusters Score -3891541 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 21943 members Entering Unmasked Estep Score: -3891602.000000 Penalty: 5001.112793 Iteration 17Q: 3 clusters Score -3891602 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 22027 members Entering Unmasked Estep Score: -3891642.750000 Penalty: 5001.112793 Iteration 18Q: 3 clusters Score -3891643 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 22104 members Entering Unmasked Estep Score: -3891684.000000 Penalty: 5001.112793 Iteration 19Q: 3 clusters Score -3891684 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 22173 members Entering Unmasked Estep Score: -3891698.250000 Penalty: 5001.112793 Iteration 20F: 3 clusters Score -3891698 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 22230 members Entering Unmasked Estep Score: -3891719.500000 Penalty: 5001.112793 Iteration 21Q: 3 clusters Score -3891720 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 22286 members Entering Unmasked Estep Score: -3891747.750000 Penalty: 5001.112793 Iteration 22Q: 3 clusters Score -3891748 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 22332 members Entering Unmasked Estep Score: -3891779.000000 Penalty: 5001.112793 Iteration 23Q: 3 clusters Score -3891779 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 22367 members Entering Unmasked Estep Score: -3891790.250000 Penalty: 5001.112793 Iteration 24Q: 3 clusters Score -3891790 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 22399 members Entering Unmasked Estep Score: -3891817.750000 Penalty: 5001.112793 Iteration 25Q: 3 clusters Score -3891818 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 22420 members Entering Unmasked Estep Score: -3891846.000000 Penalty: 5001.112793 Iteration 26Q: 3 clusters Score -3891846 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 22446 members Entering Unmasked Estep Score: -3891860.000000 Penalty: 5001.112793 Iteration 27Q: 3 clusters Score -3891860 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 22474 members Entering Unmasked Estep Score: -3891881.000000 Penalty: 5001.112793 Iteration 28Q: 3 clusters Score -3891881 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 22494 members Entering Unmasked Estep Score: -3891889.500000 Penalty: 5001.112793 Iteration 29Q: 3 clusters Score -3891890 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 22514 members Entering Unmasked Estep Score: -3891908.000000 Penalty: 5001.112793 Iteration 30Q: 3 clusters Score -3891908 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 22535 members Entering Unmasked Estep Score: -3891923.750000 Penalty: 5001.112793 Iteration 31Q: 3 clusters Score -3891924 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 22547 members Entering Unmasked Estep Score: -3891942.000000 Penalty: 5001.112793 Iteration 32Q: 3 clusters Score -3891942 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 22556 members Entering Unmasked Estep Score: -3891948.000000 Penalty: 5001.112793 Iteration 33Q: 3 clusters Score -3891948 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 22566 members Entering Unmasked Estep Score: -3891963.500000 Penalty: 5001.112793 Iteration 34Q: 3 clusters Score -3891964 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 22574 members Entering Unmasked Estep Score: -3891964.750000 Penalty: 5001.112793 Iteration 35Q: 3 clusters Score -3891965 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 22581 members Entering Unmasked Estep Score: -3891978.500000 Penalty: 5001.112793 Iteration 36Q: 3 clusters Score -3891978 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 22583 members Entering Unmasked Estep Score: -3891989.250000 Penalty: 5001.112793 Iteration 37Q: 3 clusters Score -3891989 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 22592 members Entering Unmasked Estep Score: -3891992.250000 Penalty: 5001.112793 Iteration 38Q: 3 clusters Score -3891992 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 22594 members Entering Unmasked Estep Score: -3891990.250000 Penalty: 5001.112793 Iteration 39Q: 3 clusters Score -3891990 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 22594 members Entering Unmasked Estep Score: -3891991.750000 Penalty: 5001.112793 Iteration 40F: 3 clusters Score -3891992 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 22592 members Entering Unmasked Estep Score: -3892006.500000 Penalty: 5001.112793 Iteration 41Q: 3 clusters Score -3892006 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 22588 members Entering Unmasked Estep Score: -3892005.500000 Penalty: 5001.112793 Iteration 42Q: 3 clusters Score -3892006 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 22590 members Entering Unmasked Estep Score: -3892010.500000 Penalty: 5001.112793 Iteration 43Q: 3 clusters Score -3892010 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 22589 members Entering Unmasked Estep Score: -3892011.500000 Penalty: 5001.112793 Iteration 44Q: 3 clusters Score -3892012 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 22592 members Entering Unmasked Estep Score: -3892017.500000 Penalty: 5001.112793 Iteration 45Q: 3 clusters Score -3892018 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 22590 members Entering Unmasked Estep Score: -3892029.500000 Penalty: 5001.112793 Iteration 46Q: 3 clusters Score -3892030 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 22590 members Entering Unmasked Estep Score: -3892051.250000 Penalty: 5001.112793 Iteration 47Q: 3 clusters Score -3892051 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 22595 members Entering Unmasked Estep Score: -3892044.250000 Penalty: 5001.112793 Iteration 48Q: 3 clusters Score -3892044 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 22602 members Entering Unmasked Estep Score: -3892053.500000 Penalty: 5001.112793 Iteration 49Q: 3 clusters Score -3892054 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 22607 members Entering Unmasked Estep Score: -3892057.500000 Penalty: 5001.112793 Iteration 50Q: 3 clusters Score -3892058 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 22607 members Entering Unmasked Estep Score: -3892067.750000 Penalty: 5001.112793 Iteration 51Q: 3 clusters Score -3892068 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 22607 members Entering Unmasked Estep Score: -3892070.000000 Penalty: 5001.112793 Iteration 52Q: 3 clusters Score -3892070 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 22607 members Entering Unmasked Estep Score: -3892074.000000 Penalty: 5001.112793 Iteration 53Q: 3 clusters Score -3892074 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 22606 members Entering Unmasked Estep Score: -3892070.750000 Penalty: 5001.112793 Iteration 54Q: 3 clusters Score -3892071 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 22605 members Entering Unmasked Estep Score: -3892073.000000 Penalty: 5001.112793 Iteration 55Q: 3 clusters Score -3892073 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 22605 members Entering Unmasked Estep Score: -3892073.000000 Penalty: 5001.112793 Iteration 56F: 3 clusters Score -3892073 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -77143.625000 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -77143.62 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 271 members Entering Unmasked Estep Score: -75601.406250 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -75601.41 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -75849.726562 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -75849.73 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -75933.570312 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -75933.57 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -75973.312500 Penalty: 3131.519775 Iteration 3Q: 3 clusters Score -75973.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -75994.421875 Penalty: 3131.519775 Iteration 4Q: 3 clusters Score -75994.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -76011.585938 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -76011.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -76040.796875 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -76040.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -76070.859375 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -76070.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -76092.312500 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -76092.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -76123.562500 Penalty: 3131.519775 Iteration 9Q: 3 clusters Score -76123.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -76144.773438 Penalty: 3131.519775 Iteration 10Q: 3 clusters Score -76144.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -76170.601562 Penalty: 3131.519775 Iteration 11Q: 3 clusters Score -76170.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -76177.007812 Penalty: 3131.519775 Iteration 12Q: 3 clusters Score -76177.01 nChanged 7 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: -76192.117188 Penalty: 3131.519775 Iteration 13Q: 3 clusters Score -76192.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -76194.718750 Penalty: 3131.519775 Iteration 14Q: 3 clusters Score -76194.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -76201.265625 Penalty: 3131.519775 Iteration 15Q: 3 clusters Score -76201.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -76207.546875 Penalty: 3131.519775 Iteration 16Q: 3 clusters Score -76207.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -76235.953125 Penalty: 3131.519775 Iteration 17Q: 3 clusters Score -76235.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -76259.007812 Penalty: 3131.519775 Iteration 18Q: 3 clusters Score -76259.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -76268.375000 Penalty: 3131.519775 Iteration 19Q: 3 clusters Score -76268.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -76281.375000 Penalty: 3131.519775 Iteration 20F: 3 clusters Score -76281.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -76313.031250 Penalty: 3131.519775 Iteration 21Q: 3 clusters Score -76313.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -76342.820312 Penalty: 3131.519775 Iteration 22Q: 3 clusters Score -76342.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -76373.281250 Penalty: 3131.519775 Iteration 23Q: 3 clusters Score -76373.28 nChanged 10 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: -76417.453125 Penalty: 3131.519775 Iteration 24Q: 3 clusters Score -76417.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -76449.703125 Penalty: 3131.519775 Iteration 25Q: 3 clusters Score -76449.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -76495.718750 Penalty: 3131.519775 Iteration 26Q: 3 clusters Score -76495.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -76557.773438 Penalty: 3131.519775 Iteration 27Q: 3 clusters Score -76557.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -76656.671875 Penalty: 3131.519775 Iteration 28Q: 3 clusters Score -76656.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -76701.429688 Penalty: 3131.519775 Iteration 29Q: 3 clusters Score -76701.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -76750.507812 Penalty: 3131.519775 Iteration 30Q: 3 clusters Score -76750.51 nChanged 4 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: -76853.320312 Penalty: 3131.519775 Iteration 31Q: 3 clusters Score -76853.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -76858.914062 Penalty: 3131.519775 Iteration 32Q: 3 clusters Score -76858.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -76867.828125 Penalty: 3131.519775 Iteration 33Q: 3 clusters Score -76867.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -76876.343750 Penalty: 3131.519775 Iteration 34Q: 3 clusters Score -76876.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -76904.765625 Penalty: 3131.519775 Iteration 35Q: 3 clusters Score -76904.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -76970.000000 Penalty: 3131.519775 Iteration 36Q: 3 clusters Score -76970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -77021.921875 Penalty: 3131.519775 Iteration 37Q: 3 clusters Score -77021.92 nChanged 2 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: -77041.273438 Penalty: 3131.519775 Iteration 38Q: 3 clusters Score -77041.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -77056.843750 Penalty: 3131.519775 Iteration 39Q: 3 clusters Score -77056.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -77057.515625 Penalty: 3131.519775 Iteration 40F: 3 clusters Score -77057.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -78637.601562 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -78637.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -77056.554688 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -77056.55 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -77421.203125 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -77421.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -77585.960938 Penalty: 3167.892090 Iteration 2F: 3 clusters Score -77585.96 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -77709.523438 Penalty: 3167.892090 Iteration 3F: 3 clusters Score -77709.52 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -77834.117188 Penalty: 3167.892090 Iteration 4F: 3 clusters Score -77834.12 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -77924.835938 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -77924.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -78037.031250 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -78037.03 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -78174.140625 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -78174.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -78347.359375 Penalty: 3167.892090 Iteration 8Q: 3 clusters Score -78347.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -78514.296875 Penalty: 3167.892090 Iteration 9Q: 3 clusters Score -78514.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -78557.257812 Penalty: 3167.892090 Iteration 10Q: 3 clusters Score -78557.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -78573.500000 Penalty: 3167.892090 Iteration 11Q: 3 clusters Score -78573.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -78584.968750 Penalty: 3167.892090 Iteration 12Q: 3 clusters Score -78584.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -78603.335938 Penalty: 3167.892090 Iteration 13Q: 3 clusters Score -78603.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -78614.953125 Penalty: 3167.892090 Iteration 14Q: 3 clusters Score -78614.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -78614.953125 Penalty: 3167.892090 Iteration 15F: 3 clusters Score -78614.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (28672 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28672 members Entering Unmasked Estep Score: -4605505.000000 Penalty: 2545.391846 Iteration 0F: 2 clusters Score -4605505 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14426 members Mstep: Class 2 contains 14246 members Entering Unmasked Estep Score: -4585975.500000 Penalty: 5090.783691 Iteration 0F: 3 clusters Score -4585976 nChanged 12835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15045 members Mstep: Class 2 contains 13627 members Entering Unmasked Estep Score: -4593100.000000 Penalty: 5090.783691 Iteration 1F: 3 clusters Score -4593100 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15495 members Mstep: Class 2 contains 13177 members Entering Unmasked Estep Score: -4593820.000000 Penalty: 5090.783691 Iteration 2F: 3 clusters Score -4593820 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16074 members Mstep: Class 2 contains 12598 members Entering Unmasked Estep Score: -4594603.000000 Penalty: 5090.783691 Iteration 3F: 3 clusters Score -4594603 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16880 members Mstep: Class 2 contains 11792 members Entering Unmasked Estep Score: -4595398.000000 Penalty: 5090.783691 Iteration 4F: 3 clusters Score -4595398 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17875 members Mstep: Class 2 contains 10797 members Entering Unmasked Estep Score: -4596322.500000 Penalty: 5090.783691 Iteration 5F: 3 clusters Score -4596322 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19048 members Mstep: Class 2 contains 9624 members Entering Unmasked Estep Score: -4597330.500000 Penalty: 5090.783691 Iteration 6F: 3 clusters Score -4597330 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20342 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -4598415.000000 Penalty: 5090.783691 Iteration 7F: 3 clusters Score -4598415 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21638 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -4599366.500000 Penalty: 5090.783691 Iteration 8F: 3 clusters Score -4599366 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22913 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -4600219.500000 Penalty: 5090.783691 Iteration 9Q: 3 clusters Score -4600220 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24092 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -4601038.000000 Penalty: 5090.783691 Iteration 10Q: 3 clusters Score -4601038 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25196 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -4601790.000000 Penalty: 5090.783691 Iteration 11Q: 3 clusters Score -4601790 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26095 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -4602434.500000 Penalty: 5090.783691 Iteration 12Q: 3 clusters Score -4602434 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26790 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -4602934.000000 Penalty: 5090.783691 Iteration 13Q: 3 clusters Score -4602934 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27242 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -4603257.500000 Penalty: 5090.783691 Iteration 14Q: 3 clusters Score -4603258 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27535 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -4603418.500000 Penalty: 5090.783691 Iteration 15Q: 3 clusters Score -4603418 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27704 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -4603524.000000 Penalty: 5090.783691 Iteration 16Q: 3 clusters Score -4603524 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27799 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -4603581.000000 Penalty: 5090.783691 Iteration 17Q: 3 clusters Score -4603581 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27866 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -4603626.000000 Penalty: 5090.783691 Iteration 18Q: 3 clusters Score -4603626 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27934 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -4603677.000000 Penalty: 5090.783691 Iteration 19Q: 3 clusters Score -4603677 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27987 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -4603711.500000 Penalty: 5090.783691 Iteration 20F: 3 clusters Score -4603712 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28010 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -4603722.500000 Penalty: 5090.783691 Iteration 21Q: 3 clusters Score -4603722 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28036 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -4603733.000000 Penalty: 5090.783691 Iteration 22Q: 3 clusters Score -4603733 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28060 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -4603749.000000 Penalty: 5090.783691 Iteration 23Q: 3 clusters Score -4603749 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28074 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -4603765.000000 Penalty: 5090.783691 Iteration 24Q: 3 clusters Score -4603765 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28088 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -4603767.000000 Penalty: 5090.783691 Iteration 25Q: 3 clusters Score -4603767 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28104 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -4603781.000000 Penalty: 5090.783691 Iteration 26Q: 3 clusters Score -4603781 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28114 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -4603787.000000 Penalty: 5090.783691 Iteration 27Q: 3 clusters Score -4603787 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28120 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -4603795.500000 Penalty: 5090.783691 Iteration 28Q: 3 clusters Score -4603796 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28124 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -4603800.000000 Penalty: 5090.783691 Iteration 29Q: 3 clusters Score -4603800 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28124 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -4603800.000000 Penalty: 5090.783691 Iteration 30F: 3 clusters Score -4603800 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Entering Unmasked Estep Score: -710452.437500 Penalty: 2077.213379 Iteration 0F: 2 clusters Score -710452.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -706350.562500 Penalty: 4154.426758 Iteration 0F: 3 clusters Score -706350.6 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -707384.187500 Penalty: 4154.426758 Iteration 1F: 3 clusters Score -707384.2 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -707662.687500 Penalty: 4154.426758 Iteration 2F: 3 clusters Score -707662.7 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -707905.875000 Penalty: 4154.426758 Iteration 3F: 3 clusters Score -707905.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -708213.000000 Penalty: 4154.426758 Iteration 4F: 3 clusters Score -708213 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -708595.687500 Penalty: 4154.426758 Iteration 5F: 3 clusters Score -708595.7 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -708953.625000 Penalty: 4154.426758 Iteration 6F: 3 clusters Score -708953.6 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -709174.750000 Penalty: 4154.426758 Iteration 7F: 3 clusters Score -709174.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -709292.000000 Penalty: 4154.426758 Iteration 8Q: 3 clusters Score -709292 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -709367.625000 Penalty: 4154.426758 Iteration 9Q: 3 clusters Score -709367.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -709408.500000 Penalty: 4154.426758 Iteration 10Q: 3 clusters Score -709408.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -709427.375000 Penalty: 4154.426758 Iteration 11Q: 3 clusters Score -709427.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -709444.812500 Penalty: 4154.426758 Iteration 12Q: 3 clusters Score -709444.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -709459.125000 Penalty: 4154.426758 Iteration 13Q: 3 clusters Score -709459.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -709472.125000 Penalty: 4154.426758 Iteration 14Q: 3 clusters Score -709472.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -709483.687500 Penalty: 4154.426758 Iteration 15Q: 3 clusters Score -709483.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -709488.375000 Penalty: 4154.426758 Iteration 16Q: 3 clusters Score -709488.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -709495.625000 Penalty: 4154.426758 Iteration 17Q: 3 clusters Score -709495.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -709504.875000 Penalty: 4154.426758 Iteration 18Q: 3 clusters Score -709504.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -709509.750000 Penalty: 4154.426758 Iteration 19Q: 3 clusters Score -709509.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -709511.000000 Penalty: 4154.426758 Iteration 20F: 3 clusters Score -709511 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -709514.500000 Penalty: 4154.426758 Iteration 21Q: 3 clusters Score -709514.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -709514.375000 Penalty: 4154.426758 Iteration 22Q: 3 clusters Score -709514.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -709515.625000 Penalty: 4154.426758 Iteration 23Q: 3 clusters Score -709515.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -709515.875000 Penalty: 4154.426758 Iteration 24Q: 3 clusters Score -709515.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -709517.937500 Penalty: 4154.426758 Iteration 25Q: 3 clusters Score -709517.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -709518.937500 Penalty: 4154.426758 Iteration 26Q: 3 clusters Score -709518.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -709518.937500 Penalty: 4154.426758 Iteration 27F: 3 clusters Score -709518.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (40312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40312 members Entering Unmasked Estep Score: -6552718.500000 Penalty: 2629.892334 Iteration 0F: 2 clusters Score -6552718 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20096 members Mstep: Class 2 contains 20216 members Entering Unmasked Estep Score: -6525496.000000 Penalty: 5259.784668 Iteration 0F: 3 clusters Score -6525496 nChanged 18637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19419 members Mstep: Class 2 contains 20893 members Entering Unmasked Estep Score: -6535843.500000 Penalty: 5259.784668 Iteration 1F: 3 clusters Score -6535844 nChanged 2218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18697 members Mstep: Class 2 contains 21615 members Entering Unmasked Estep Score: -6536871.500000 Penalty: 5259.784668 Iteration 2F: 3 clusters Score -6536872 nChanged 2425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17546 members Mstep: Class 2 contains 22766 members Entering Unmasked Estep Score: -6538354.000000 Penalty: 5259.784668 Iteration 3F: 3 clusters Score -6538354 nChanged 2806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16118 members Mstep: Class 2 contains 24194 members Entering Unmasked Estep Score: -6540288.500000 Penalty: 5259.784668 Iteration 4F: 3 clusters Score -6540288 nChanged 3040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14580 members Mstep: Class 2 contains 25732 members Entering Unmasked Estep Score: -6542535.500000 Penalty: 5259.784668 Iteration 5F: 3 clusters Score -6542536 nChanged 2857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13147 members Mstep: Class 2 contains 27165 members Entering Unmasked Estep Score: -6544573.500000 Penalty: 5259.784668 Iteration 6F: 3 clusters Score -6544574 nChanged 2450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12003 members Mstep: Class 2 contains 28309 members Entering Unmasked Estep Score: -6546151.500000 Penalty: 5259.784668 Iteration 7F: 3 clusters Score -6546152 nChanged 1853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11072 members Mstep: Class 2 contains 29240 members Entering Unmasked Estep Score: -6547104.500000 Penalty: 5259.784668 Iteration 8Q: 3 clusters Score -6547104 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10264 members Mstep: Class 2 contains 30048 members Entering Unmasked Estep Score: -6547779.500000 Penalty: 5259.784668 Iteration 9Q: 3 clusters Score -6547780 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9506 members Mstep: Class 2 contains 30806 members Entering Unmasked Estep Score: -6548309.500000 Penalty: 5259.784668 Iteration 10Q: 3 clusters Score -6548310 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8819 members Mstep: Class 2 contains 31493 members Entering Unmasked Estep Score: -6548737.500000 Penalty: 5259.784668 Iteration 11Q: 3 clusters Score -6548738 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 32111 members Entering Unmasked Estep Score: -6549079.000000 Penalty: 5259.784668 Iteration 12Q: 3 clusters Score -6549079 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Mstep: Class 2 contains 32671 members Entering Unmasked Estep Score: -6549396.500000 Penalty: 5259.784668 Iteration 13Q: 3 clusters Score -6549396 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 33152 members Entering Unmasked Estep Score: -6549596.000000 Penalty: 5259.784668 Iteration 14Q: 3 clusters Score -6549596 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 33615 members Entering Unmasked Estep Score: -6549822.000000 Penalty: 5259.784668 Iteration 15Q: 3 clusters Score -6549822 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 34065 members Entering Unmasked Estep Score: -6549997.000000 Penalty: 5259.784668 Iteration 16Q: 3 clusters Score -6549997 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 34485 members Entering Unmasked Estep Score: -6550186.500000 Penalty: 5259.784668 Iteration 17Q: 3 clusters Score -6550186 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 34854 members Entering Unmasked Estep Score: -6550332.500000 Penalty: 5259.784668 Iteration 18Q: 3 clusters Score -6550332 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 35227 members Entering Unmasked Estep Score: -6550528.500000 Penalty: 5259.784668 Iteration 19Q: 3 clusters Score -6550528 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 35586 members Entering Unmasked Estep Score: -6550659.000000 Penalty: 5259.784668 Iteration 20F: 3 clusters Score -6550659 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 35904 members Entering Unmasked Estep Score: -6550777.500000 Penalty: 5259.784668 Iteration 21Q: 3 clusters Score -6550778 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 36200 members Entering Unmasked Estep Score: -6550886.500000 Penalty: 5259.784668 Iteration 22Q: 3 clusters Score -6550886 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 36476 members Entering Unmasked Estep Score: -6551012.500000 Penalty: 5259.784668 Iteration 23Q: 3 clusters Score -6551012 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 36714 members Entering Unmasked Estep Score: -6551153.000000 Penalty: 5259.784668 Iteration 24Q: 3 clusters Score -6551153 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 36907 members Entering Unmasked Estep Score: -6551223.000000 Penalty: 5259.784668 Iteration 25Q: 3 clusters Score -6551223 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 37085 members Entering Unmasked Estep Score: -6551308.500000 Penalty: 5259.784668 Iteration 26Q: 3 clusters Score -6551308 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 37260 members Entering Unmasked Estep Score: -6551439.000000 Penalty: 5259.784668 Iteration 27Q: 3 clusters Score -6551439 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 37429 members Entering Unmasked Estep Score: -6551517.500000 Penalty: 5259.784668 Iteration 28Q: 3 clusters Score -6551518 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 37557 members Entering Unmasked Estep Score: -6551587.000000 Penalty: 5259.784668 Iteration 29Q: 3 clusters Score -6551587 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 37655 members Entering Unmasked Estep Score: -6551640.500000 Penalty: 5259.784668 Iteration 30Q: 3 clusters Score -6551640 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 37752 members Entering Unmasked Estep Score: -6551703.500000 Penalty: 5259.784668 Iteration 31Q: 3 clusters Score -6551704 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 37827 members Entering Unmasked Estep Score: -6551742.000000 Penalty: 5259.784668 Iteration 32Q: 3 clusters Score -6551742 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 37891 members Entering Unmasked Estep Score: -6551765.000000 Penalty: 5259.784668 Iteration 33Q: 3 clusters Score -6551765 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 37936 members Entering Unmasked Estep Score: -6551775.000000 Penalty: 5259.784668 Iteration 34Q: 3 clusters Score -6551775 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 37975 members Entering Unmasked Estep Score: -6551810.500000 Penalty: 5259.784668 Iteration 35Q: 3 clusters Score -6551810 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 38012 members Entering Unmasked Estep Score: -6551809.500000 Penalty: 5259.784668 Iteration 36Q: 3 clusters Score -6551810 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 38052 members Entering Unmasked Estep Score: -6551817.500000 Penalty: 5259.784668 Iteration 37Q: 3 clusters Score -6551818 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 38083 members Entering Unmasked Estep Score: -6551812.000000 Penalty: 5259.784668 Iteration 38Q: 3 clusters Score -6551812 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 38114 members Entering Unmasked Estep Score: -6551834.500000 Penalty: 5259.784668 Iteration 39Q: 3 clusters Score -6551834 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 38139 members Entering Unmasked Estep Score: -6551831.000000 Penalty: 5259.784668 Iteration 40F: 3 clusters Score -6551831 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 38157 members Entering Unmasked Estep Score: -6551842.500000 Penalty: 5259.784668 Iteration 41Q: 3 clusters Score -6551842 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 38173 members Entering Unmasked Estep Score: -6551833.000000 Penalty: 5259.784668 Iteration 42Q: 3 clusters Score -6551833 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 38190 members Entering Unmasked Estep Score: -6551839.500000 Penalty: 5259.784668 Iteration 43Q: 3 clusters Score -6551840 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 38202 members Entering Unmasked Estep Score: -6551831.500000 Penalty: 5259.784668 Iteration 44Q: 3 clusters Score -6551832 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 38213 members Entering Unmasked Estep Score: -6551830.000000 Penalty: 5259.784668 Iteration 45Q: 3 clusters Score -6551830 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 38224 members Entering Unmasked Estep Score: -6551836.500000 Penalty: 5259.784668 Iteration 46Q: 3 clusters Score -6551836 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 38237 members Entering Unmasked Estep Score: -6551847.000000 Penalty: 5259.784668 Iteration 47Q: 3 clusters Score -6551847 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 38252 members Entering Unmasked Estep Score: -6551855.500000 Penalty: 5259.784668 Iteration 48Q: 3 clusters Score -6551856 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 38267 members Entering Unmasked Estep Score: -6551854.000000 Penalty: 5259.784668 Iteration 49Q: 3 clusters Score -6551854 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 38286 members Entering Unmasked Estep Score: -6551853.500000 Penalty: 5259.784668 Iteration 50Q: 3 clusters Score -6551854 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 38305 members Entering Unmasked Estep Score: -6551854.000000 Penalty: 5259.784668 Iteration 51Q: 3 clusters Score -6551854 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 38322 members Entering Unmasked Estep Score: -6551865.500000 Penalty: 5259.784668 Iteration 52Q: 3 clusters Score -6551866 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 38330 members Entering Unmasked Estep Score: -6551872.000000 Penalty: 5259.784668 Iteration 53Q: 3 clusters Score -6551872 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 38339 members Entering Unmasked Estep Score: -6551881.500000 Penalty: 5259.784668 Iteration 54Q: 3 clusters Score -6551882 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 38343 members Entering Unmasked Estep Score: -6551879.500000 Penalty: 5259.784668 Iteration 55Q: 3 clusters Score -6551880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 38346 members Entering Unmasked Estep Score: -6551879.500000 Penalty: 5259.784668 Iteration 56Q: 3 clusters Score -6551880 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 38346 members Entering Unmasked Estep Score: -6551879.500000 Penalty: 5259.784668 Iteration 57F: 3 clusters Score -6551880 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Entering Unmasked Estep Score: -24654.728516 Penalty: 1303.858887 Iteration 0F: 2 clusters Score -24654.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -23615.062500 Penalty: 2607.717773 Iteration 0F: 3 clusters Score -23615.06 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -23697.406250 Penalty: 2607.717773 Iteration 1F: 3 clusters Score -23697.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -23751.511719 Penalty: 2607.717773 Iteration 2Q: 3 clusters Score -23751.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -23813.552734 Penalty: 2607.717773 Iteration 3Q: 3 clusters Score -23813.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -23869.919922 Penalty: 2607.717773 Iteration 4Q: 3 clusters Score -23869.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -23899.406250 Penalty: 2607.717773 Iteration 5Q: 3 clusters Score -23899.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -23912.054688 Penalty: 2607.717773 Iteration 6Q: 3 clusters Score -23912.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -23912.054688 Penalty: 2607.717773 Iteration 7F: 3 clusters Score -23912.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Entering Unmasked Estep Score: -22130.876953 Penalty: 1345.387573 Iteration 0F: 2 clusters Score -22130.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -21277.714844 Penalty: 2690.775146 Iteration 0F: 3 clusters Score -21277.71 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -21516.910156 Penalty: 2690.775146 Iteration 1F: 3 clusters Score -21516.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -21627.472656 Penalty: 2690.775146 Iteration 2F: 3 clusters Score -21627.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -21741.105469 Penalty: 2690.775146 Iteration 3Q: 3 clusters Score -21741.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -21779.513672 Penalty: 2690.775146 Iteration 4Q: 3 clusters Score -21779.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -21779.513672 Penalty: 2690.775146 Iteration 5F: 3 clusters Score -21779.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (11214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11214 members Entering Unmasked Estep Score: -1788864.750000 Penalty: 2312.579834 Iteration 0F: 2 clusters Score -1788865 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -1780428.375000 Penalty: 4625.159668 Iteration 0F: 3 clusters Score -1780428 nChanged 4735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -1783062.000000 Penalty: 4625.159668 Iteration 1F: 3 clusters Score -1783062 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -1783515.250000 Penalty: 4625.159668 Iteration 2F: 3 clusters Score -1783515 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1783895.250000 Penalty: 4625.159668 Iteration 3F: 3 clusters Score -1783895 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -1784341.500000 Penalty: 4625.159668 Iteration 4F: 3 clusters Score -1784342 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -1784822.125000 Penalty: 4625.159668 Iteration 5F: 3 clusters Score -1784822 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -1785326.000000 Penalty: 4625.159668 Iteration 6F: 3 clusters Score -1785326 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -1785768.375000 Penalty: 4625.159668 Iteration 7F: 3 clusters Score -1785768 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8886 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -1786158.250000 Penalty: 4625.159668 Iteration 8Q: 3 clusters Score -1786158 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9226 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -1786452.625000 Penalty: 4625.159668 Iteration 9Q: 3 clusters Score -1786453 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9496 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -1786662.625000 Penalty: 4625.159668 Iteration 10Q: 3 clusters Score -1786663 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9692 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -1786786.625000 Penalty: 4625.159668 Iteration 11Q: 3 clusters Score -1786787 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -1786875.000000 Penalty: 4625.159668 Iteration 12Q: 3 clusters Score -1786875 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9924 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -1786939.500000 Penalty: 4625.159668 Iteration 13Q: 3 clusters Score -1786940 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10011 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -1786992.750000 Penalty: 4625.159668 Iteration 14Q: 3 clusters Score -1786993 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10085 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -1787021.375000 Penalty: 4625.159668 Iteration 15Q: 3 clusters Score -1787021 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10148 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1787056.000000 Penalty: 4625.159668 Iteration 16Q: 3 clusters Score -1787056 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10190 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1787078.625000 Penalty: 4625.159668 Iteration 17Q: 3 clusters Score -1787079 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -1787099.500000 Penalty: 4625.159668 Iteration 18Q: 3 clusters Score -1787100 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10265 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -1787118.125000 Penalty: 4625.159668 Iteration 19Q: 3 clusters Score -1787118 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10305 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1787141.000000 Penalty: 4625.159668 Iteration 20F: 3 clusters Score -1787141 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10332 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1787158.625000 Penalty: 4625.159668 Iteration 21Q: 3 clusters Score -1787159 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10349 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1787164.875000 Penalty: 4625.159668 Iteration 22Q: 3 clusters Score -1787165 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1787168.375000 Penalty: 4625.159668 Iteration 23Q: 3 clusters Score -1787168 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10368 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -1787170.625000 Penalty: 4625.159668 Iteration 24Q: 3 clusters Score -1787171 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10373 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1787173.250000 Penalty: 4625.159668 Iteration 25Q: 3 clusters Score -1787173 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10378 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -1787178.375000 Penalty: 4625.159668 Iteration 26Q: 3 clusters Score -1787178 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10385 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -1787183.500000 Penalty: 4625.159668 Iteration 27Q: 3 clusters Score -1787184 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10387 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1787179.500000 Penalty: 4625.159668 Iteration 28Q: 3 clusters Score -1787180 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10391 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1787184.625000 Penalty: 4625.159668 Iteration 29Q: 3 clusters Score -1787185 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10398 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1787185.625000 Penalty: 4625.159668 Iteration 30Q: 3 clusters Score -1787186 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10407 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1787190.875000 Penalty: 4625.159668 Iteration 31Q: 3 clusters Score -1787191 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10413 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -1787197.125000 Penalty: 4625.159668 Iteration 32Q: 3 clusters Score -1787197 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10418 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -1787200.250000 Penalty: 4625.159668 Iteration 33Q: 3 clusters Score -1787200 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10431 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1787201.250000 Penalty: 4625.159668 Iteration 34Q: 3 clusters Score -1787201 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10437 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -1787206.125000 Penalty: 4625.159668 Iteration 35Q: 3 clusters Score -1787206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10439 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -1787203.000000 Penalty: 4625.159668 Iteration 36Q: 3 clusters Score -1787203 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10441 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1787206.375000 Penalty: 4625.159668 Iteration 37Q: 3 clusters Score -1787206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1787207.500000 Penalty: 4625.159668 Iteration 38Q: 3 clusters Score -1787208 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10445 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -1787207.750000 Penalty: 4625.159668 Iteration 39Q: 3 clusters Score -1787208 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10447 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1787208.750000 Penalty: 4625.159668 Iteration 40F: 3 clusters Score -1787209 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10450 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -1787209.125000 Penalty: 4625.159668 Iteration 41Q: 3 clusters Score -1787209 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10457 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1787209.750000 Penalty: 4625.159668 Iteration 42Q: 3 clusters Score -1787210 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10461 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -1787210.875000 Penalty: 4625.159668 Iteration 43Q: 3 clusters Score -1787211 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10470 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -1787218.375000 Penalty: 4625.159668 Iteration 44Q: 3 clusters Score -1787218 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10479 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -1787221.000000 Penalty: 4625.159668 Iteration 45Q: 3 clusters Score -1787221 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10488 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -1787222.875000 Penalty: 4625.159668 Iteration 46Q: 3 clusters Score -1787223 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10494 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1787227.875000 Penalty: 4625.159668 Iteration 47Q: 3 clusters Score -1787228 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10500 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1787229.875000 Penalty: 4625.159668 Iteration 48Q: 3 clusters Score -1787230 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10508 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -1787233.500000 Penalty: 4625.159668 Iteration 49Q: 3 clusters Score -1787234 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10516 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -1787238.500000 Penalty: 4625.159668 Iteration 50Q: 3 clusters Score -1787238 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10525 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -1787245.375000 Penalty: 4625.159668 Iteration 51Q: 3 clusters Score -1787245 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10534 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1787251.875000 Penalty: 4625.159668 Iteration 52Q: 3 clusters Score -1787252 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10545 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -1787252.625000 Penalty: 4625.159668 Iteration 53Q: 3 clusters Score -1787253 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10550 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -1787254.875000 Penalty: 4625.159668 Iteration 54Q: 3 clusters Score -1787255 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10554 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -1787254.500000 Penalty: 4625.159668 Iteration 55Q: 3 clusters Score -1787254 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -1787258.750000 Penalty: 4625.159668 Iteration 56Q: 3 clusters Score -1787259 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -1787258.750000 Penalty: 4625.159668 Iteration 57Q: 3 clusters Score -1787259 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10564 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -1787260.250000 Penalty: 4625.159668 Iteration 58Q: 3 clusters Score -1787260 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10566 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1787259.375000 Penalty: 4625.159668 Iteration 59Q: 3 clusters Score -1787259 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10567 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -1787260.250000 Penalty: 4625.159668 Iteration 60F: 3 clusters Score -1787260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10570 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -1787263.375000 Penalty: 4625.159668 Iteration 61Q: 3 clusters Score -1787263 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10571 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -1787262.125000 Penalty: 4625.159668 Iteration 62Q: 3 clusters Score -1787262 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10573 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -1787259.875000 Penalty: 4625.159668 Iteration 63Q: 3 clusters Score -1787260 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10573 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -1787259.875000 Penalty: 4625.159668 Iteration 64F: 3 clusters Score -1787260 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (721 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Entering Unmasked Estep Score: -110567.562500 Penalty: 1631.998413 Iteration 0F: 2 clusters Score -110567.6 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 350 members Entering Unmasked Estep Score: -108947.226562 Penalty: 3263.996826 Iteration 0F: 3 clusters Score -108947.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -109138.835938 Penalty: 3263.996826 Iteration 1F: 3 clusters Score -109138.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -109187.328125 Penalty: 3263.996826 Iteration 2Q: 3 clusters Score -109187.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -109226.226562 Penalty: 3263.996826 Iteration 3Q: 3 clusters Score -109226.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -109261.664062 Penalty: 3263.996826 Iteration 4Q: 3 clusters Score -109261.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -109278.695312 Penalty: 3263.996826 Iteration 5Q: 3 clusters Score -109278.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -109282.398438 Penalty: 3263.996826 Iteration 6Q: 3 clusters Score -109282.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -109286.078125 Penalty: 3263.996826 Iteration 7Q: 3 clusters Score -109286.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -109288.164062 Penalty: 3263.996826 Iteration 8Q: 3 clusters Score -109288.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -109288.164062 Penalty: 3263.996826 Iteration 9F: 3 clusters Score -109288.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (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: -1608488.875000 Penalty: 2276.482666 Iteration 0F: 2 clusters Score -1608489 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -1601025.250000 Penalty: 4552.965332 Iteration 0F: 3 clusters Score -1601025 nChanged 4068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -1603264.875000 Penalty: 4552.965332 Iteration 1F: 3 clusters Score -1603265 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -1603708.375000 Penalty: 4552.965332 Iteration 2F: 3 clusters Score -1603708 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -1604101.375000 Penalty: 4552.965332 Iteration 3F: 3 clusters Score -1604101 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -1604462.750000 Penalty: 4552.965332 Iteration 4F: 3 clusters Score -1604463 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -1604826.125000 Penalty: 4552.965332 Iteration 5F: 3 clusters Score -1604826 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -1605179.375000 Penalty: 4552.965332 Iteration 6F: 3 clusters Score -1605179 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -1605456.000000 Penalty: 4552.965332 Iteration 7Q: 3 clusters Score -1605456 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -1605732.500000 Penalty: 4552.965332 Iteration 8Q: 3 clusters Score -1605732 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -1605977.750000 Penalty: 4552.965332 Iteration 9Q: 3 clusters Score -1605978 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -1606177.375000 Penalty: 4552.965332 Iteration 10Q: 3 clusters Score -1606177 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -1606344.250000 Penalty: 4552.965332 Iteration 11Q: 3 clusters Score -1606344 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -1606475.500000 Penalty: 4552.965332 Iteration 12Q: 3 clusters Score -1606476 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -1606541.750000 Penalty: 4552.965332 Iteration 13Q: 3 clusters Score -1606542 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -1606592.000000 Penalty: 4552.965332 Iteration 14Q: 3 clusters Score -1606592 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -1606634.000000 Penalty: 4552.965332 Iteration 15Q: 3 clusters Score -1606634 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -1606664.375000 Penalty: 4552.965332 Iteration 16Q: 3 clusters Score -1606664 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -1606679.750000 Penalty: 4552.965332 Iteration 17Q: 3 clusters Score -1606680 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -1606693.375000 Penalty: 4552.965332 Iteration 18Q: 3 clusters Score -1606693 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -1606711.500000 Penalty: 4552.965332 Iteration 19Q: 3 clusters Score -1606712 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -1606714.500000 Penalty: 4552.965332 Iteration 20F: 3 clusters Score -1606714 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -1606717.500000 Penalty: 4552.965332 Iteration 21Q: 3 clusters Score -1606718 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -1606726.500000 Penalty: 4552.965332 Iteration 22Q: 3 clusters Score -1606726 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -1606729.000000 Penalty: 4552.965332 Iteration 23Q: 3 clusters Score -1606729 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1606735.750000 Penalty: 4552.965332 Iteration 24Q: 3 clusters Score -1606736 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -1606738.625000 Penalty: 4552.965332 Iteration 25Q: 3 clusters Score -1606739 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7626 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1606739.250000 Penalty: 4552.965332 Iteration 26Q: 3 clusters Score -1606739 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -1606742.625000 Penalty: 4552.965332 Iteration 27Q: 3 clusters Score -1606743 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -1606743.875000 Penalty: 4552.965332 Iteration 28Q: 3 clusters Score -1606744 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -1606746.125000 Penalty: 4552.965332 Iteration 29Q: 3 clusters Score -1606746 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7654 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1606747.000000 Penalty: 4552.965332 Iteration 30Q: 3 clusters Score -1606747 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -1606749.000000 Penalty: 4552.965332 Iteration 31Q: 3 clusters Score -1606749 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -1606749.000000 Penalty: 4552.965332 Iteration 32Q: 3 clusters Score -1606749 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7667 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -1606751.125000 Penalty: 4552.965332 Iteration 33Q: 3 clusters Score -1606751 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7669 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -1606751.125000 Penalty: 4552.965332 Iteration 34Q: 3 clusters Score -1606751 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -1606751.250000 Penalty: 4552.965332 Iteration 35Q: 3 clusters Score -1606751 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1606749.750000 Penalty: 4552.965332 Iteration 36Q: 3 clusters Score -1606750 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1606749.750000 Penalty: 4552.965332 Iteration 37F: 3 clusters Score -1606750 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6056 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46600 members Mstep: Class 8 contains 3975 members Mstep: Class 9 contains 41023 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11440 members Mstep: Class 16 contains 23930 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28672 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40312 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11214 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9695 members Entering Unmasked Estep ConsiderDeletion Score: -37744980.000000 Penalty: 79767.406250 Iteration 119Q: 27 clusters Score -3.774498e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6055 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1162 members Mstep: Class 7 contains 46593 members Mstep: Class 8 contains 3975 members Mstep: Class 9 contains 41067 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11414 members Mstep: Class 16 contains 23928 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28671 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40304 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11216 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9695 members Entering Unmasked Estep ConsiderDeletion Score: -37744972.000000 Penalty: 79767.406250 Iteration 120F: 27 clusters Score -3.774497e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6055 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1164 members Mstep: Class 7 contains 46585 members Mstep: Class 8 contains 3975 members Mstep: Class 9 contains 41116 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11385 members Mstep: Class 16 contains 23926 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28668 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40299 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11212 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9695 members Entering Unmasked Estep ConsiderDeletion Score: -37745008.000000 Penalty: 79767.406250 Iteration 121Q: 27 clusters Score -3.774501e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6054 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 46547 members Mstep: Class 8 contains 3975 members Mstep: Class 9 contains 41190 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11354 members Mstep: Class 16 contains 23923 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28665 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40295 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11216 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37744980.000000 Penalty: 79767.406250 Iteration 122Q: 27 clusters Score -3.774498e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6054 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1164 members Mstep: Class 7 contains 46517 members Mstep: Class 8 contains 3975 members Mstep: Class 9 contains 41268 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11311 members Mstep: Class 16 contains 23922 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28663 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40295 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11213 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37744996.000000 Penalty: 79767.406250 Iteration 123Q: 27 clusters Score -3.7745e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6053 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1165 members Mstep: Class 7 contains 46480 members Mstep: Class 8 contains 3974 members Mstep: Class 9 contains 41347 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11276 members Mstep: Class 16 contains 23921 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28663 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40294 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11209 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37745056.000000 Penalty: 79767.406250 Iteration 124Q: 27 clusters Score -3.774506e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6053 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 46468 members Mstep: Class 8 contains 3973 members Mstep: Class 9 contains 41402 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11250 members Mstep: Class 16 contains 23920 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28662 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40289 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11199 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37745012.000000 Penalty: 79767.406250 Iteration 125Q: 27 clusters Score -3.774501e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6053 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 46444 members Mstep: Class 8 contains 3973 members Mstep: Class 9 contains 41460 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11230 members Mstep: Class 16 contains 23921 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28661 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40279 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11194 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9699 members Entering Unmasked Estep ConsiderDeletion Score: -37745024.000000 Penalty: 79767.406250 Iteration 126Q: 27 clusters Score -3.774502e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 6053 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 46401 members Mstep: Class 8 contains 3973 members Mstep: Class 9 contains 41524 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11212 members Mstep: Class 16 contains 23921 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28659 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40275 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11197 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9699 members Entering Unmasked Estep ConsiderDeletion Score: -37744956.000000 Penalty: 79767.406250 Iteration 127Q: 27 clusters Score -3.774496e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2098 members Mstep: Class 4 contains 6053 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 46364 members Mstep: Class 8 contains 3973 members Mstep: Class 9 contains 41590 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11187 members Mstep: Class 16 contains 23921 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28658 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40274 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11197 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37745008.000000 Penalty: 79767.406250 Iteration 128Q: 27 clusters Score -3.774501e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2096 members Mstep: Class 4 contains 6054 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 46310 members Mstep: Class 8 contains 3973 members Mstep: Class 9 contains 41689 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11158 members Mstep: Class 16 contains 23920 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28656 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40267 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11192 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37745112.000000 Penalty: 79767.406250 Iteration 129Q: 27 clusters Score -3.774511e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2094 members Mstep: Class 4 contains 6055 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 46244 members Mstep: Class 8 contains 3973 members Mstep: Class 9 contains 41800 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11130 members Mstep: Class 16 contains 23920 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28650 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40264 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11185 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37745132.000000 Penalty: 79767.406250 Iteration 130Q: 27 clusters Score -3.774513e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2094 members Mstep: Class 4 contains 6055 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 46194 members Mstep: Class 8 contains 3973 members Mstep: Class 9 contains 41894 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11100 members Mstep: Class 16 contains 23921 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28648 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40259 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11177 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37745176.000000 Penalty: 79767.406250 Iteration 131Q: 27 clusters Score -3.774518e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2094 members Mstep: Class 4 contains 6055 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 46132 members Mstep: Class 8 contains 3973 members Mstep: Class 9 contains 42005 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11065 members Mstep: Class 16 contains 23920 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28648 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40251 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11172 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37745168.000000 Penalty: 79767.406250 Iteration 132Q: 27 clusters Score -3.774517e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2094 members Mstep: Class 4 contains 6055 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 46081 members Mstep: Class 8 contains 3972 members Mstep: Class 9 contains 42117 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 11016 members Mstep: Class 16 contains 23919 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28648 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40251 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11162 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37745156.000000 Penalty: 79767.406250 Iteration 133Q: 27 clusters Score -3.774516e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2093 members Mstep: Class 4 contains 6055 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 46007 members Mstep: Class 8 contains 3972 members Mstep: Class 9 contains 42241 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10983 members Mstep: Class 16 contains 23917 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28648 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40245 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11154 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37745112.000000 Penalty: 79767.406250 Iteration 134Q: 27 clusters Score -3.774511e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2093 members Mstep: Class 4 contains 6054 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 45933 members Mstep: Class 8 contains 3972 members Mstep: Class 9 contains 42365 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10949 members Mstep: Class 16 contains 23916 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28647 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40232 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11154 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37745048.000000 Penalty: 79767.406250 Iteration 135Q: 27 clusters Score -3.774505e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2093 members Mstep: Class 4 contains 6053 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 45882 members Mstep: Class 8 contains 3971 members Mstep: Class 9 contains 42466 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10910 members Mstep: Class 16 contains 23914 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28648 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40232 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11146 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37745064.000000 Penalty: 79767.406250 Iteration 136Q: 27 clusters Score -3.774506e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2092 members Mstep: Class 4 contains 6052 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 45812 members Mstep: Class 8 contains 3971 members Mstep: Class 9 contains 42603 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10858 members Mstep: Class 16 contains 23911 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28648 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40228 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11138 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9700 members Entering Unmasked Estep ConsiderDeletion Score: -37745084.000000 Penalty: 79767.406250 Iteration 137Q: 27 clusters Score -3.774508e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2092 members Mstep: Class 4 contains 6049 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 45743 members Mstep: Class 8 contains 3971 members Mstep: Class 9 contains 42731 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10814 members Mstep: Class 16 contains 23907 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28647 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40222 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11137 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9700 members Entering Unmasked Estep ConsiderDeletion Score: -37745112.000000 Penalty: 79767.406250 Iteration 138Q: 27 clusters Score -3.774511e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2091 members Mstep: Class 4 contains 6048 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 45663 members Mstep: Class 8 contains 3971 members Mstep: Class 9 contains 42876 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10771 members Mstep: Class 16 contains 23904 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28646 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40218 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11126 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9699 members Entering Unmasked Estep ConsiderDeletion Score: -37745064.000000 Penalty: 79767.406250 Iteration 139Q: 27 clusters Score -3.774506e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2090 members Mstep: Class 4 contains 6048 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 45590 members Mstep: Class 8 contains 3971 members Mstep: Class 9 contains 43011 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10740 members Mstep: Class 16 contains 23901 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28646 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40209 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11109 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37745032.000000 Penalty: 79767.406250 Iteration 140F: 27 clusters Score -3.774503e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6048 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 45516 members Mstep: Class 8 contains 3971 members Mstep: Class 9 contains 43141 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10710 members Mstep: Class 16 contains 23899 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28644 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40199 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11100 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9698 members Entering Unmasked Estep ConsiderDeletion Score: -37745064.000000 Penalty: 79767.406250 Iteration 141Q: 27 clusters Score -3.774506e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2089 members Mstep: Class 4 contains 6047 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 45427 members Mstep: Class 8 contains 3971 members Mstep: Class 9 contains 43271 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10688 members Mstep: Class 16 contains 23898 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28641 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40192 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11091 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9699 members Entering Unmasked Estep ConsiderDeletion Score: -37745080.000000 Penalty: 79767.406250 Iteration 142Q: 27 clusters Score -3.774508e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2089 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 45312 members Mstep: Class 8 contains 3971 members Mstep: Class 9 contains 43429 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10654 members Mstep: Class 16 contains 23898 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28640 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40191 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11087 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9699 members Entering Unmasked Estep ConsiderDeletion Score: -37745144.000000 Penalty: 79767.406250 Iteration 143Q: 27 clusters Score -3.774514e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2089 members Mstep: Class 4 contains 6046 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 45186 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 43607 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10625 members Mstep: Class 16 contains 23893 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28637 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40187 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11075 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9699 members Entering Unmasked Estep ConsiderDeletion Score: -37745180.000000 Penalty: 79767.406250 Iteration 144Q: 27 clusters Score -3.774518e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2089 members Mstep: Class 4 contains 6045 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 45078 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 43767 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10596 members Mstep: Class 16 contains 23893 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28634 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40180 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11061 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9701 members Entering Unmasked Estep ConsiderDeletion Score: -37745224.000000 Penalty: 79767.406250 Iteration 145Q: 27 clusters Score -3.774522e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2089 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 44982 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 43913 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10567 members Mstep: Class 16 contains 23891 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28632 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40173 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11049 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9704 members Entering Unmasked Estep ConsiderDeletion Score: -37745308.000000 Penalty: 79767.406250 Iteration 146Q: 27 clusters Score -3.774531e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2089 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 44884 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 44049 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10547 members Mstep: Class 16 contains 23886 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28630 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40177 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11033 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9704 members Entering Unmasked Estep ConsiderDeletion Score: -37745352.000000 Penalty: 79767.406250 Iteration 147Q: 27 clusters Score -3.774535e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2089 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 44798 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 44164 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10531 members Mstep: Class 16 contains 23885 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28627 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40174 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11028 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9703 members Entering Unmasked Estep ConsiderDeletion Score: -37745412.000000 Penalty: 79767.406250 Iteration 148Q: 27 clusters Score -3.774541e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2089 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 44699 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 44295 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10511 members Mstep: Class 16 contains 23882 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28627 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40177 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11016 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9703 members Entering Unmasked Estep ConsiderDeletion Score: -37745452.000000 Penalty: 79767.406250 Iteration 149Q: 27 clusters Score -3.774545e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2089 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 44612 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 44411 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10489 members Mstep: Class 16 contains 23883 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28625 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40172 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11015 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9703 members Entering Unmasked Estep ConsiderDeletion Score: -37745396.000000 Penalty: 79767.406250 Iteration 150Q: 27 clusters Score -3.77454e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2088 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 44542 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 44522 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10465 members Mstep: Class 16 contains 23881 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28624 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40163 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11009 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9705 members Entering Unmasked Estep ConsiderDeletion Score: -37745348.000000 Penalty: 79767.406250 Iteration 151Q: 27 clusters Score -3.774535e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2088 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 44454 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 44645 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10437 members Mstep: Class 16 contains 23880 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28625 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40155 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11009 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9706 members Entering Unmasked Estep ConsiderDeletion Score: -37745428.000000 Penalty: 79767.406250 Iteration 152Q: 27 clusters Score -3.774543e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2088 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 44365 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 44769 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10413 members Mstep: Class 16 contains 23879 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28625 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40146 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11005 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9709 members Entering Unmasked Estep ConsiderDeletion Score: -37745496.000000 Penalty: 79767.406250 Iteration 153Q: 27 clusters Score -3.77455e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2088 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 44270 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 44919 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10363 members Mstep: Class 16 contains 23876 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28624 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40147 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 11002 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9710 members Entering Unmasked Estep ConsiderDeletion Score: -37745548.000000 Penalty: 79767.406250 Iteration 154Q: 27 clusters Score -3.774555e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2088 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 44170 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 45061 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10328 members Mstep: Class 16 contains 23873 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28625 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40150 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10992 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9712 members Entering Unmasked Estep ConsiderDeletion Score: -37745548.000000 Penalty: 79767.406250 Iteration 155Q: 27 clusters Score -3.774555e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 44041 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 45234 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10299 members Mstep: Class 16 contains 23872 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28623 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40149 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10980 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9714 members Entering Unmasked Estep ConsiderDeletion Score: -37745620.000000 Penalty: 79767.406250 Iteration 156Q: 27 clusters Score -3.774562e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 43909 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 45405 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10266 members Mstep: Class 16 contains 23871 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28622 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40148 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10976 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9715 members Entering Unmasked Estep ConsiderDeletion Score: -37745704.000000 Penalty: 79767.406250 Iteration 157Q: 27 clusters Score -3.77457e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 43777 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 45582 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10239 members Mstep: Class 16 contains 23869 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28620 members Mstep: Class 20 contains 4341 members Mstep: Class 21 contains 40143 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10967 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9715 members Entering Unmasked Estep ConsiderDeletion Score: -37745700.000000 Penalty: 79767.406250 Iteration 158Q: 27 clusters Score -3.77457e+07 nChanged 307 Entering ConstructFrom: Score: -37745700.000000 Penalty: 79767.406250 Entering ConstructFrom: Trying to split cluster 1 (509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Entering Unmasked Estep Score: -73103.257812 Penalty: 1545.647095 Iteration 0F: 2 clusters Score -73103.26 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 247 members Entering Unmasked Estep Score: -71712.148438 Penalty: 3091.294189 Iteration 0F: 3 clusters Score -71712.15 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -71935.148438 Penalty: 3091.294189 Iteration 1F: 3 clusters Score -71935.15 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -72030.312500 Penalty: 3091.294189 Iteration 2F: 3 clusters Score -72030.31 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -72110.375000 Penalty: 3091.294189 Iteration 3Q: 3 clusters Score -72110.38 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -72169.625000 Penalty: 3091.294189 Iteration 4Q: 3 clusters Score -72169.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -72208.117188 Penalty: 3091.294189 Iteration 5Q: 3 clusters Score -72208.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -72247.414062 Penalty: 3091.294189 Iteration 6Q: 3 clusters Score -72247.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -72297.109375 Penalty: 3091.294189 Iteration 7Q: 3 clusters Score -72297.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -72341.312500 Penalty: 3091.294189 Iteration 8Q: 3 clusters Score -72341.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -72362.601562 Penalty: 3091.294189 Iteration 9Q: 3 clusters Score -72362.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -72378.296875 Penalty: 3091.294189 Iteration 10Q: 3 clusters Score -72378.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -72392.289062 Penalty: 3091.294189 Iteration 11Q: 3 clusters Score -72392.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -72402.132812 Penalty: 3091.294189 Iteration 12Q: 3 clusters Score -72402.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -72402.179688 Penalty: 3091.294189 Iteration 13F: 3 clusters Score -72402.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -72419.218750 Penalty: 3091.294189 Iteration 14Q: 3 clusters Score -72419.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -72464.726562 Penalty: 3091.294189 Iteration 15Q: 3 clusters Score -72464.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -72500.390625 Penalty: 3091.294189 Iteration 16Q: 3 clusters Score -72500.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -72536.632812 Penalty: 3091.294189 Iteration 17Q: 3 clusters Score -72536.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -72555.593750 Penalty: 3091.294189 Iteration 18Q: 3 clusters Score -72555.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -72578.289062 Penalty: 3091.294189 Iteration 19Q: 3 clusters Score -72578.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -72587.039062 Penalty: 3091.294189 Iteration 20F: 3 clusters Score -72587.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -72639.023438 Penalty: 3091.294189 Iteration 21Q: 3 clusters Score -72639.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -72645.437500 Penalty: 3091.294189 Iteration 22Q: 3 clusters Score -72645.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -72647.507812 Penalty: 3091.294189 Iteration 23Q: 3 clusters Score -72647.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -72647.507812 Penalty: 3091.294189 Iteration 24F: 3 clusters Score -72647.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Entering Unmasked Estep Score: -20925.148438 Penalty: 1258.643066 Iteration 0F: 2 clusters Score -20925.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -19887.716797 Penalty: 2517.286133 Iteration 0F: 3 clusters Score -19887.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -19936.873047 Penalty: 2517.286133 Iteration 1F: 3 clusters Score -19936.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -19945.822266 Penalty: 2517.286133 Iteration 2Q: 3 clusters Score -19945.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -19948.638672 Penalty: 2517.286133 Iteration 3Q: 3 clusters Score -19948.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -19952.126953 Penalty: 2517.286133 Iteration 4Q: 3 clusters Score -19952.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -19952.126953 Penalty: 2517.286133 Iteration 5F: 3 clusters Score -19952.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2087 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Entering Unmasked Estep Score: -313142.500000 Penalty: 1895.583740 Iteration 0F: 2 clusters Score -313142.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -310529.500000 Penalty: 3791.167480 Iteration 0F: 3 clusters Score -310529.5 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -311200.437500 Penalty: 3791.167480 Iteration 1F: 3 clusters Score -311200.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -311540.906250 Penalty: 3791.167480 Iteration 2F: 3 clusters Score -311540.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -311736.781250 Penalty: 3791.167480 Iteration 3F: 3 clusters Score -311736.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -311873.437500 Penalty: 3791.167480 Iteration 4F: 3 clusters Score -311873.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -312017.312500 Penalty: 3791.167480 Iteration 5Q: 3 clusters Score -312017.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -312218.062500 Penalty: 3791.167480 Iteration 6Q: 3 clusters Score -312218.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -312378.656250 Penalty: 3791.167480 Iteration 7Q: 3 clusters Score -312378.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -312555.968750 Penalty: 3791.167480 Iteration 8Q: 3 clusters Score -312556 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -312683.500000 Penalty: 3791.167480 Iteration 9Q: 3 clusters Score -312683.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -312777.468750 Penalty: 3791.167480 Iteration 10Q: 3 clusters Score -312777.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -312847.968750 Penalty: 3791.167480 Iteration 11Q: 3 clusters Score -312848 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -312891.875000 Penalty: 3791.167480 Iteration 12Q: 3 clusters Score -312891.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -312918.843750 Penalty: 3791.167480 Iteration 13Q: 3 clusters Score -312918.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -312930.843750 Penalty: 3791.167480 Iteration 14Q: 3 clusters Score -312930.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -312934.781250 Penalty: 3791.167480 Iteration 15Q: 3 clusters Score -312934.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -312944.218750 Penalty: 3791.167480 Iteration 16Q: 3 clusters Score -312944.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -312951.218750 Penalty: 3791.167480 Iteration 17Q: 3 clusters Score -312951.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -312957.250000 Penalty: 3791.167480 Iteration 18Q: 3 clusters Score -312957.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -312964.500000 Penalty: 3791.167480 Iteration 19Q: 3 clusters Score -312964.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -312969.156250 Penalty: 3791.167480 Iteration 20F: 3 clusters Score -312969.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -312971.250000 Penalty: 3791.167480 Iteration 21Q: 3 clusters Score -312971.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -312971.250000 Penalty: 3791.167480 Iteration 22F: 3 clusters Score -312971.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6044 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Entering Unmasked Estep Score: -953035.562500 Penalty: 2159.291748 Iteration 0F: 2 clusters Score -953035.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -947863.125000 Penalty: 4318.583496 Iteration 0F: 3 clusters Score -947863.1 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -949181.312500 Penalty: 4318.583496 Iteration 1F: 3 clusters Score -949181.3 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -949432.250000 Penalty: 4318.583496 Iteration 2F: 3 clusters Score -949432.2 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -949614.625000 Penalty: 4318.583496 Iteration 3F: 3 clusters Score -949614.6 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -949742.937500 Penalty: 4318.583496 Iteration 4Q: 3 clusters Score -949742.9 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -949851.562500 Penalty: 4318.583496 Iteration 5Q: 3 clusters Score -949851.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -949970.250000 Penalty: 4318.583496 Iteration 6Q: 3 clusters Score -949970.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -950100.312500 Penalty: 4318.583496 Iteration 7Q: 3 clusters Score -950100.3 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -950250.437500 Penalty: 4318.583496 Iteration 8Q: 3 clusters Score -950250.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -950401.687500 Penalty: 4318.583496 Iteration 9Q: 3 clusters Score -950401.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -950526.625000 Penalty: 4318.583496 Iteration 10Q: 3 clusters Score -950526.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -950681.125000 Penalty: 4318.583496 Iteration 11Q: 3 clusters Score -950681.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -950837.125000 Penalty: 4318.583496 Iteration 12Q: 3 clusters Score -950837.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -950968.812500 Penalty: 4318.583496 Iteration 13Q: 3 clusters Score -950968.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -951083.000000 Penalty: 4318.583496 Iteration 14Q: 3 clusters Score -951083 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -951190.687500 Penalty: 4318.583496 Iteration 15Q: 3 clusters Score -951190.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -951280.812500 Penalty: 4318.583496 Iteration 16Q: 3 clusters Score -951280.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -951352.250000 Penalty: 4318.583496 Iteration 17Q: 3 clusters Score -951352.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -951411.937500 Penalty: 4318.583496 Iteration 18Q: 3 clusters Score -951411.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -951472.000000 Penalty: 4318.583496 Iteration 19Q: 3 clusters Score -951472 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -951555.312500 Penalty: 4318.583496 Iteration 20F: 3 clusters Score -951555.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -951633.937500 Penalty: 4318.583496 Iteration 21Q: 3 clusters Score -951633.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -951717.187500 Penalty: 4318.583496 Iteration 22Q: 3 clusters Score -951717.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -951793.750000 Penalty: 4318.583496 Iteration 23Q: 3 clusters Score -951793.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -951859.625000 Penalty: 4318.583496 Iteration 24Q: 3 clusters Score -951859.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -951907.812500 Penalty: 4318.583496 Iteration 25Q: 3 clusters Score -951907.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -951950.375000 Penalty: 4318.583496 Iteration 26Q: 3 clusters Score -951950.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -951985.250000 Penalty: 4318.583496 Iteration 27Q: 3 clusters Score -951985.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -952013.312500 Penalty: 4318.583496 Iteration 28Q: 3 clusters Score -952013.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -952039.000000 Penalty: 4318.583496 Iteration 29Q: 3 clusters Score -952039 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -952060.062500 Penalty: 4318.583496 Iteration 30Q: 3 clusters Score -952060.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -952077.375000 Penalty: 4318.583496 Iteration 31Q: 3 clusters Score -952077.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -952094.062500 Penalty: 4318.583496 Iteration 32Q: 3 clusters Score -952094.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -952111.000000 Penalty: 4318.583496 Iteration 33Q: 3 clusters Score -952111 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -952129.875000 Penalty: 4318.583496 Iteration 34Q: 3 clusters Score -952129.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -952144.062500 Penalty: 4318.583496 Iteration 35Q: 3 clusters Score -952144.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -952153.000000 Penalty: 4318.583496 Iteration 36Q: 3 clusters Score -952153 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -952159.125000 Penalty: 4318.583496 Iteration 37Q: 3 clusters Score -952159.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -952159.187500 Penalty: 4318.583496 Iteration 38Q: 3 clusters Score -952159.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -952162.750000 Penalty: 4318.583496 Iteration 39Q: 3 clusters Score -952162.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -952163.125000 Penalty: 4318.583496 Iteration 40F: 3 clusters Score -952163.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -952162.875000 Penalty: 4318.583496 Iteration 41Q: 3 clusters Score -952162.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -952163.000000 Penalty: 4318.583496 Iteration 42Q: 3 clusters Score -952163 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -952162.000000 Penalty: 4318.583496 Iteration 43Q: 3 clusters Score -952162 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -952162.000000 Penalty: 4318.583496 Iteration 44F: 3 clusters Score -952162 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Entering Unmasked Estep Score: -49518.414062 Penalty: 1477.689331 Iteration 0F: 2 clusters Score -49518.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -48181.812500 Penalty: 2955.378662 Iteration 0F: 3 clusters Score -48181.81 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -48468.078125 Penalty: 2955.378662 Iteration 1F: 3 clusters Score -48468.08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -48648.453125 Penalty: 2955.378662 Iteration 2F: 3 clusters Score -48648.45 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -48934.625000 Penalty: 2955.378662 Iteration 3F: 3 clusters Score -48934.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -49107.792969 Penalty: 2955.378662 Iteration 4F: 3 clusters Score -49107.79 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -49257.062500 Penalty: 2955.378662 Iteration 5Q: 3 clusters Score -49257.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -49443.531250 Penalty: 2955.378662 Iteration 6Q: 3 clusters Score -49443.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -49614.257812 Penalty: 2955.378662 Iteration 7Q: 3 clusters Score -49614.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -49630.218750 Penalty: 2955.378662 Iteration 8Q: 3 clusters Score -49630.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -49642.203125 Penalty: 2955.378662 Iteration 9Q: 3 clusters Score -49642.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -49655.804688 Penalty: 2955.378662 Iteration 10Q: 3 clusters Score -49655.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -49655.804688 Penalty: 2955.378662 Iteration 11F: 3 clusters Score -49655.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 147 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 43637 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 45769 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10201 members Mstep: Class 16 contains 23869 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28618 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40138 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10965 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9716 members Mstep: Class 27 contains 240 members Entering Unmasked Estep Score: -37744324.000000 Penalty: 82835.382812 Splitting cluster 5 changes total score from -37745700.000000 to -37744324.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (1167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Entering Unmasked Estep Score: -187911.328125 Penalty: 1751.423462 Iteration 0F: 2 clusters Score -187911.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -185870.890625 Penalty: 3502.846924 Iteration 0F: 3 clusters Score -185870.9 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -186243.328125 Penalty: 3502.846924 Iteration 1F: 3 clusters Score -186243.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -186372.093750 Penalty: 3502.846924 Iteration 2F: 3 clusters Score -186372.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -186480.171875 Penalty: 3502.846924 Iteration 3Q: 3 clusters Score -186480.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -186562.375000 Penalty: 3502.846924 Iteration 4Q: 3 clusters Score -186562.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -186618.500000 Penalty: 3502.846924 Iteration 5Q: 3 clusters Score -186618.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -186671.765625 Penalty: 3502.846924 Iteration 6Q: 3 clusters Score -186671.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -186719.312500 Penalty: 3502.846924 Iteration 7Q: 3 clusters Score -186719.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -186775.234375 Penalty: 3502.846924 Iteration 8Q: 3 clusters Score -186775.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -186840.109375 Penalty: 3502.846924 Iteration 9Q: 3 clusters Score -186840.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -186875.265625 Penalty: 3502.846924 Iteration 10Q: 3 clusters Score -186875.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -186920.593750 Penalty: 3502.846924 Iteration 11Q: 3 clusters Score -186920.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -186937.125000 Penalty: 3502.846924 Iteration 12Q: 3 clusters Score -186937.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -186949.921875 Penalty: 3502.846924 Iteration 13Q: 3 clusters Score -186949.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -186964.812500 Penalty: 3502.846924 Iteration 14Q: 3 clusters Score -186964.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -186970.562500 Penalty: 3502.846924 Iteration 15Q: 3 clusters Score -186970.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -186975.765625 Penalty: 3502.846924 Iteration 16Q: 3 clusters Score -186975.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -186978.343750 Penalty: 3502.846924 Iteration 17Q: 3 clusters Score -186978.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -186980.515625 Penalty: 3502.846924 Iteration 18Q: 3 clusters Score -186980.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -186983.437500 Penalty: 3502.846924 Iteration 19Q: 3 clusters Score -186983.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -186986.671875 Penalty: 3502.846924 Iteration 20F: 3 clusters Score -186986.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -186988.609375 Penalty: 3502.846924 Iteration 21Q: 3 clusters Score -186988.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -186988.609375 Penalty: 3502.846924 Iteration 22F: 3 clusters Score -186988.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (43637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43637 members Entering Unmasked Estep Score: -7266575.000000 Penalty: 2649.547852 Iteration 0F: 2 clusters Score -7266575 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21912 members Mstep: Class 2 contains 21725 members Entering Unmasked Estep Score: -7239584.000000 Penalty: 5299.095703 Iteration 0F: 3 clusters Score -7239584 nChanged 19887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22395 members Mstep: Class 2 contains 21242 members Entering Unmasked Estep Score: -7250524.000000 Penalty: 5299.095703 Iteration 1F: 3 clusters Score -7250524 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22722 members Mstep: Class 2 contains 20915 members Entering Unmasked Estep Score: -7251179.500000 Penalty: 5299.095703 Iteration 2Q: 3 clusters Score -7251180 nChanged 1946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23154 members Mstep: Class 2 contains 20483 members Entering Unmasked Estep Score: -7251982.500000 Penalty: 5299.095703 Iteration 3Q: 3 clusters Score -7251982 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23734 members Mstep: Class 2 contains 19903 members Entering Unmasked Estep Score: -7252799.000000 Penalty: 5299.095703 Iteration 4Q: 3 clusters Score -7252799 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24596 members Mstep: Class 2 contains 19041 members Entering Unmasked Estep Score: -7253704.000000 Penalty: 5299.095703 Iteration 5Q: 3 clusters Score -7253704 nChanged 2112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25836 members Mstep: Class 2 contains 17801 members Entering Unmasked Estep Score: -7254678.500000 Penalty: 5299.095703 Iteration 6Q: 3 clusters Score -7254678 nChanged 2250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27458 members Mstep: Class 2 contains 16179 members Entering Unmasked Estep Score: -7255835.500000 Penalty: 5299.095703 Iteration 7F: 3 clusters Score -7255836 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29396 members Mstep: Class 2 contains 14241 members Entering Unmasked Estep Score: -7257116.500000 Penalty: 5299.095703 Iteration 8F: 3 clusters Score -7257116 nChanged 2431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31493 members Mstep: Class 2 contains 12144 members Entering Unmasked Estep Score: -7258460.500000 Penalty: 5299.095703 Iteration 9F: 3 clusters Score -7258460 nChanged 2166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33375 members Mstep: Class 2 contains 10262 members Entering Unmasked Estep Score: -7259582.500000 Penalty: 5299.095703 Iteration 10Q: 3 clusters Score -7259582 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34887 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -7260486.000000 Penalty: 5299.095703 Iteration 11Q: 3 clusters Score -7260486 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36017 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -7261065.500000 Penalty: 5299.095703 Iteration 12Q: 3 clusters Score -7261066 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36813 members Mstep: Class 2 contains 6824 members Entering Unmasked Estep Score: -7261667.500000 Penalty: 5299.095703 Iteration 13Q: 3 clusters Score -7261668 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37359 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -7262062.000000 Penalty: 5299.095703 Iteration 14Q: 3 clusters Score -7262062 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37772 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -7262392.000000 Penalty: 5299.095703 Iteration 15Q: 3 clusters Score -7262392 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38114 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -7262665.000000 Penalty: 5299.095703 Iteration 16Q: 3 clusters Score -7262665 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38392 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -7262895.000000 Penalty: 5299.095703 Iteration 17Q: 3 clusters Score -7262895 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38590 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -7263047.500000 Penalty: 5299.095703 Iteration 18Q: 3 clusters Score -7263048 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38766 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -7263180.500000 Penalty: 5299.095703 Iteration 19Q: 3 clusters Score -7263180 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38920 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -7263326.500000 Penalty: 5299.095703 Iteration 20F: 3 clusters Score -7263326 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39079 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -7263445.500000 Penalty: 5299.095703 Iteration 21Q: 3 clusters Score -7263446 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39224 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -7263580.000000 Penalty: 5299.095703 Iteration 22Q: 3 clusters Score -7263580 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39347 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -7263674.000000 Penalty: 5299.095703 Iteration 23Q: 3 clusters Score -7263674 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39471 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -7263733.000000 Penalty: 5299.095703 Iteration 24Q: 3 clusters Score -7263733 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39571 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -7263778.500000 Penalty: 5299.095703 Iteration 25Q: 3 clusters Score -7263778 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39658 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -7263855.500000 Penalty: 5299.095703 Iteration 26Q: 3 clusters Score -7263856 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39741 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -7263890.000000 Penalty: 5299.095703 Iteration 27Q: 3 clusters Score -7263890 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39810 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -7263902.000000 Penalty: 5299.095703 Iteration 28Q: 3 clusters Score -7263902 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39862 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -7263919.500000 Penalty: 5299.095703 Iteration 29Q: 3 clusters Score -7263920 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39898 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -7263934.000000 Penalty: 5299.095703 Iteration 30Q: 3 clusters Score -7263934 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39941 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -7263937.500000 Penalty: 5299.095703 Iteration 31Q: 3 clusters Score -7263938 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39986 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -7263964.000000 Penalty: 5299.095703 Iteration 32Q: 3 clusters Score -7263964 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40025 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -7264001.000000 Penalty: 5299.095703 Iteration 33Q: 3 clusters Score -7264001 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40062 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -7264015.500000 Penalty: 5299.095703 Iteration 34Q: 3 clusters Score -7264016 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40099 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -7264021.000000 Penalty: 5299.095703 Iteration 35Q: 3 clusters Score -7264021 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40137 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -7264033.500000 Penalty: 5299.095703 Iteration 36Q: 3 clusters Score -7264034 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40182 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -7264049.000000 Penalty: 5299.095703 Iteration 37Q: 3 clusters Score -7264049 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40228 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -7264055.000000 Penalty: 5299.095703 Iteration 38Q: 3 clusters Score -7264055 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40274 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -7264063.500000 Penalty: 5299.095703 Iteration 39Q: 3 clusters Score -7264064 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40309 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -7264093.500000 Penalty: 5299.095703 Iteration 40F: 3 clusters Score -7264094 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40342 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -7264113.500000 Penalty: 5299.095703 Iteration 41Q: 3 clusters Score -7264114 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40373 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -7264110.500000 Penalty: 5299.095703 Iteration 42Q: 3 clusters Score -7264110 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40397 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -7264111.000000 Penalty: 5299.095703 Iteration 43Q: 3 clusters Score -7264111 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40427 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -7264109.500000 Penalty: 5299.095703 Iteration 44Q: 3 clusters Score -7264110 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40444 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -7264108.500000 Penalty: 5299.095703 Iteration 45Q: 3 clusters Score -7264108 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40459 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -7264128.500000 Penalty: 5299.095703 Iteration 46Q: 3 clusters Score -7264128 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40468 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -7264127.500000 Penalty: 5299.095703 Iteration 47Q: 3 clusters Score -7264128 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40479 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -7264141.500000 Penalty: 5299.095703 Iteration 48Q: 3 clusters Score -7264142 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40494 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -7264137.500000 Penalty: 5299.095703 Iteration 49Q: 3 clusters Score -7264138 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40505 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -7264145.500000 Penalty: 5299.095703 Iteration 50Q: 3 clusters Score -7264146 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40517 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -7264151.000000 Penalty: 5299.095703 Iteration 51Q: 3 clusters Score -7264151 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40521 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -7264147.500000 Penalty: 5299.095703 Iteration 52Q: 3 clusters Score -7264148 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40530 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -7264148.500000 Penalty: 5299.095703 Iteration 53Q: 3 clusters Score -7264148 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40539 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -7264153.000000 Penalty: 5299.095703 Iteration 54Q: 3 clusters Score -7264153 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40546 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -7264149.000000 Penalty: 5299.095703 Iteration 55Q: 3 clusters Score -7264149 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40553 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -7264155.000000 Penalty: 5299.095703 Iteration 56Q: 3 clusters Score -7264155 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40559 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -7264149.000000 Penalty: 5299.095703 Iteration 57Q: 3 clusters Score -7264149 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40562 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -7264153.000000 Penalty: 5299.095703 Iteration 58Q: 3 clusters Score -7264153 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40567 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -7264167.500000 Penalty: 5299.095703 Iteration 59Q: 3 clusters Score -7264168 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40568 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -7264170.000000 Penalty: 5299.095703 Iteration 60F: 3 clusters Score -7264170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40570 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -7264173.500000 Penalty: 5299.095703 Iteration 61Q: 3 clusters Score -7264174 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40573 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -7264173.000000 Penalty: 5299.095703 Iteration 62Q: 3 clusters Score -7264173 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40579 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -7264183.000000 Penalty: 5299.095703 Iteration 63Q: 3 clusters Score -7264183 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40587 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -7264201.500000 Penalty: 5299.095703 Iteration 64Q: 3 clusters Score -7264202 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40591 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -7264207.000000 Penalty: 5299.095703 Iteration 65Q: 3 clusters Score -7264207 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40595 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -7264196.500000 Penalty: 5299.095703 Iteration 66Q: 3 clusters Score -7264196 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -7264203.000000 Penalty: 5299.095703 Iteration 67Q: 3 clusters Score -7264203 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40601 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -7264192.000000 Penalty: 5299.095703 Iteration 68Q: 3 clusters Score -7264192 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40601 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -7264192.000000 Penalty: 5299.095703 Iteration 69F: 3 clusters Score -7264192 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3970 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Entering Unmasked Estep Score: -652877.812500 Penalty: 2055.057129 Iteration 0F: 2 clusters Score -652877.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -649006.062500 Penalty: 4110.114258 Iteration 0F: 3 clusters Score -649006.1 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -649860.750000 Penalty: 4110.114258 Iteration 1F: 3 clusters Score -649860.8 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -650045.375000 Penalty: 4110.114258 Iteration 2F: 3 clusters Score -650045.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -650158.625000 Penalty: 4110.114258 Iteration 3Q: 3 clusters Score -650158.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -650232.062500 Penalty: 4110.114258 Iteration 4Q: 3 clusters Score -650232.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -650288.312500 Penalty: 4110.114258 Iteration 5Q: 3 clusters Score -650288.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -650351.312500 Penalty: 4110.114258 Iteration 6Q: 3 clusters Score -650351.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -650403.687500 Penalty: 4110.114258 Iteration 7Q: 3 clusters Score -650403.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -650450.125000 Penalty: 4110.114258 Iteration 8Q: 3 clusters Score -650450.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -650490.562500 Penalty: 4110.114258 Iteration 9Q: 3 clusters Score -650490.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -650526.187500 Penalty: 4110.114258 Iteration 10Q: 3 clusters Score -650526.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -650560.000000 Penalty: 4110.114258 Iteration 11Q: 3 clusters Score -650560 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -650599.812500 Penalty: 4110.114258 Iteration 12Q: 3 clusters Score -650599.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -650647.562500 Penalty: 4110.114258 Iteration 13Q: 3 clusters Score -650647.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -650682.500000 Penalty: 4110.114258 Iteration 14Q: 3 clusters Score -650682.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -650730.375000 Penalty: 4110.114258 Iteration 15Q: 3 clusters Score -650730.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -650778.875000 Penalty: 4110.114258 Iteration 16Q: 3 clusters Score -650778.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -650822.625000 Penalty: 4110.114258 Iteration 17Q: 3 clusters Score -650822.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -650878.500000 Penalty: 4110.114258 Iteration 18Q: 3 clusters Score -650878.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -650921.562500 Penalty: 4110.114258 Iteration 19Q: 3 clusters Score -650921.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -650966.375000 Penalty: 4110.114258 Iteration 20F: 3 clusters Score -650966.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -651013.875000 Penalty: 4110.114258 Iteration 21Q: 3 clusters Score -651013.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -651049.312500 Penalty: 4110.114258 Iteration 22Q: 3 clusters Score -651049.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -651081.187500 Penalty: 4110.114258 Iteration 23Q: 3 clusters Score -651081.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -651113.687500 Penalty: 4110.114258 Iteration 24Q: 3 clusters Score -651113.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -651141.250000 Penalty: 4110.114258 Iteration 25Q: 3 clusters Score -651141.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -651169.437500 Penalty: 4110.114258 Iteration 26Q: 3 clusters Score -651169.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -651189.312500 Penalty: 4110.114258 Iteration 27Q: 3 clusters Score -651189.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -651208.687500 Penalty: 4110.114258 Iteration 28Q: 3 clusters Score -651208.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -651227.312500 Penalty: 4110.114258 Iteration 29Q: 3 clusters Score -651227.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -651255.250000 Penalty: 4110.114258 Iteration 30Q: 3 clusters Score -651255.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -651274.250000 Penalty: 4110.114258 Iteration 31Q: 3 clusters Score -651274.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -651287.125000 Penalty: 4110.114258 Iteration 32Q: 3 clusters Score -651287.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -651302.562500 Penalty: 4110.114258 Iteration 33Q: 3 clusters Score -651302.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -651316.000000 Penalty: 4110.114258 Iteration 34Q: 3 clusters Score -651316 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -651326.437500 Penalty: 4110.114258 Iteration 35Q: 3 clusters Score -651326.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -651331.500000 Penalty: 4110.114258 Iteration 36Q: 3 clusters Score -651331.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -651335.625000 Penalty: 4110.114258 Iteration 37Q: 3 clusters Score -651335.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -651339.312500 Penalty: 4110.114258 Iteration 38Q: 3 clusters Score -651339.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -651341.812500 Penalty: 4110.114258 Iteration 39Q: 3 clusters Score -651341.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -651348.375000 Penalty: 4110.114258 Iteration 40F: 3 clusters Score -651348.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -651351.562500 Penalty: 4110.114258 Iteration 41Q: 3 clusters Score -651351.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -651354.062500 Penalty: 4110.114258 Iteration 42Q: 3 clusters Score -651354.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -651355.312500 Penalty: 4110.114258 Iteration 43Q: 3 clusters Score -651355.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -651359.687500 Penalty: 4110.114258 Iteration 44Q: 3 clusters Score -651359.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -651364.062500 Penalty: 4110.114258 Iteration 45Q: 3 clusters Score -651364.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -651369.937500 Penalty: 4110.114258 Iteration 46Q: 3 clusters Score -651369.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -651375.312500 Penalty: 4110.114258 Iteration 47Q: 3 clusters Score -651375.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -651377.562500 Penalty: 4110.114258 Iteration 48Q: 3 clusters Score -651377.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -651382.562500 Penalty: 4110.114258 Iteration 49Q: 3 clusters Score -651382.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -651385.125000 Penalty: 4110.114258 Iteration 50Q: 3 clusters Score -651385.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -651387.500000 Penalty: 4110.114258 Iteration 51Q: 3 clusters Score -651387.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -651389.062500 Penalty: 4110.114258 Iteration 52Q: 3 clusters Score -651389.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -651392.312500 Penalty: 4110.114258 Iteration 53Q: 3 clusters Score -651392.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -651393.937500 Penalty: 4110.114258 Iteration 54Q: 3 clusters Score -651393.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -651394.187500 Penalty: 4110.114258 Iteration 55Q: 3 clusters Score -651394.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -651394.312500 Penalty: 4110.114258 Iteration 56Q: 3 clusters Score -651394.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -651395.625000 Penalty: 4110.114258 Iteration 57Q: 3 clusters Score -651395.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -651397.312500 Penalty: 4110.114258 Iteration 58Q: 3 clusters Score -651397.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -651398.750000 Penalty: 4110.114258 Iteration 59Q: 3 clusters Score -651398.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -651401.125000 Penalty: 4110.114258 Iteration 60F: 3 clusters Score -651401.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (45769 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45769 members Entering Unmasked Estep Score: -7553988.500000 Penalty: 2661.377930 Iteration 0F: 2 clusters Score -7553988 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22672 members Mstep: Class 2 contains 23097 members Entering Unmasked Estep Score: -7525116.500000 Penalty: 5322.755859 Iteration 0F: 3 clusters Score -7525116 nChanged 21094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21480 members Mstep: Class 2 contains 24289 members Entering Unmasked Estep Score: -7536853.000000 Penalty: 5322.755859 Iteration 1F: 3 clusters Score -7536853 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20773 members Mstep: Class 2 contains 24996 members Entering Unmasked Estep Score: -7537478.500000 Penalty: 5322.755859 Iteration 2Q: 3 clusters Score -7537478 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19791 members Mstep: Class 2 contains 25978 members Entering Unmasked Estep Score: -7538094.500000 Penalty: 5322.755859 Iteration 3Q: 3 clusters Score -7538094 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18442 members Mstep: Class 2 contains 27327 members Entering Unmasked Estep Score: -7538899.500000 Penalty: 5322.755859 Iteration 4Q: 3 clusters Score -7538900 nChanged 2245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16629 members Mstep: Class 2 contains 29140 members Entering Unmasked Estep Score: -7540134.000000 Penalty: 5322.755859 Iteration 5Q: 3 clusters Score -7540134 nChanged 2633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14360 members Mstep: Class 2 contains 31409 members Entering Unmasked Estep Score: -7541800.000000 Penalty: 5322.755859 Iteration 6F: 3 clusters Score -7541800 nChanged 2862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11744 members Mstep: Class 2 contains 34025 members Entering Unmasked Estep Score: -7543850.500000 Penalty: 5322.755859 Iteration 7F: 3 clusters Score -7543850 nChanged 2770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 36551 members Entering Unmasked Estep Score: -7545866.500000 Penalty: 5322.755859 Iteration 8F: 3 clusters Score -7545866 nChanged 2389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 38716 members Entering Unmasked Estep Score: -7547784.500000 Penalty: 5322.755859 Iteration 9F: 3 clusters Score -7547784 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 40302 members Entering Unmasked Estep Score: -7549143.000000 Penalty: 5322.755859 Iteration 10Q: 3 clusters Score -7549143 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 41423 members Entering Unmasked Estep Score: -7549948.000000 Penalty: 5322.755859 Iteration 11Q: 3 clusters Score -7549948 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 42225 members Entering Unmasked Estep Score: -7550431.000000 Penalty: 5322.755859 Iteration 12Q: 3 clusters Score -7550431 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 42773 members Entering Unmasked Estep Score: -7550747.000000 Penalty: 5322.755859 Iteration 13Q: 3 clusters Score -7550747 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 43152 members Entering Unmasked Estep Score: -7550946.500000 Penalty: 5322.755859 Iteration 14Q: 3 clusters Score -7550946 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 43482 members Entering Unmasked Estep Score: -7551115.500000 Penalty: 5322.755859 Iteration 15Q: 3 clusters Score -7551116 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 43734 members Entering Unmasked Estep Score: -7551220.500000 Penalty: 5322.755859 Iteration 16Q: 3 clusters Score -7551220 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 43941 members Entering Unmasked Estep Score: -7551380.500000 Penalty: 5322.755859 Iteration 17Q: 3 clusters Score -7551380 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 44095 members Entering Unmasked Estep Score: -7551473.500000 Penalty: 5322.755859 Iteration 18Q: 3 clusters Score -7551474 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 44206 members Entering Unmasked Estep Score: -7551526.000000 Penalty: 5322.755859 Iteration 19Q: 3 clusters Score -7551526 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 44320 members Entering Unmasked Estep Score: -7551605.000000 Penalty: 5322.755859 Iteration 20F: 3 clusters Score -7551605 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 44421 members Entering Unmasked Estep Score: -7551650.000000 Penalty: 5322.755859 Iteration 21Q: 3 clusters Score -7551650 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 44501 members Entering Unmasked Estep Score: -7551694.500000 Penalty: 5322.755859 Iteration 22Q: 3 clusters Score -7551694 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 44548 members Entering Unmasked Estep Score: -7551728.500000 Penalty: 5322.755859 Iteration 23Q: 3 clusters Score -7551728 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 44585 members Entering Unmasked Estep Score: -7551746.500000 Penalty: 5322.755859 Iteration 24Q: 3 clusters Score -7551746 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 44609 members Entering Unmasked Estep Score: -7551771.000000 Penalty: 5322.755859 Iteration 25Q: 3 clusters Score -7551771 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 44629 members Entering Unmasked Estep Score: -7551775.500000 Penalty: 5322.755859 Iteration 26Q: 3 clusters Score -7551776 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 44642 members Entering Unmasked Estep Score: -7551780.500000 Penalty: 5322.755859 Iteration 27Q: 3 clusters Score -7551780 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 44660 members Entering Unmasked Estep Score: -7551791.500000 Penalty: 5322.755859 Iteration 28Q: 3 clusters Score -7551792 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 44674 members Entering Unmasked Estep Score: -7551798.000000 Penalty: 5322.755859 Iteration 29Q: 3 clusters Score -7551798 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 44690 members Entering Unmasked Estep Score: -7551802.000000 Penalty: 5322.755859 Iteration 30Q: 3 clusters Score -7551802 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 44707 members Entering Unmasked Estep Score: -7551799.000000 Penalty: 5322.755859 Iteration 31Q: 3 clusters Score -7551799 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 44722 members Entering Unmasked Estep Score: -7551803.000000 Penalty: 5322.755859 Iteration 32Q: 3 clusters Score -7551803 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 44734 members Entering Unmasked Estep Score: -7551819.000000 Penalty: 5322.755859 Iteration 33Q: 3 clusters Score -7551819 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 44740 members Entering Unmasked Estep Score: -7551822.500000 Penalty: 5322.755859 Iteration 34Q: 3 clusters Score -7551822 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 44746 members Entering Unmasked Estep Score: -7551821.500000 Penalty: 5322.755859 Iteration 35Q: 3 clusters Score -7551822 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 44755 members Entering Unmasked Estep Score: -7551832.500000 Penalty: 5322.755859 Iteration 36Q: 3 clusters Score -7551832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 44759 members Entering Unmasked Estep Score: -7551829.500000 Penalty: 5322.755859 Iteration 37Q: 3 clusters Score -7551830 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 44762 members Entering Unmasked Estep Score: -7551832.000000 Penalty: 5322.755859 Iteration 38Q: 3 clusters Score -7551832 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 44767 members Entering Unmasked Estep Score: -7551837.000000 Penalty: 5322.755859 Iteration 39Q: 3 clusters Score -7551837 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 44770 members Entering Unmasked Estep Score: -7551839.500000 Penalty: 5322.755859 Iteration 40F: 3 clusters Score -7551840 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 44776 members Entering Unmasked Estep Score: -7551830.500000 Penalty: 5322.755859 Iteration 41Q: 3 clusters Score -7551830 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 44779 members Entering Unmasked Estep Score: -7551835.000000 Penalty: 5322.755859 Iteration 42Q: 3 clusters Score -7551835 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 44785 members Entering Unmasked Estep Score: -7551841.500000 Penalty: 5322.755859 Iteration 43Q: 3 clusters Score -7551842 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 44790 members Entering Unmasked Estep Score: -7551842.000000 Penalty: 5322.755859 Iteration 44Q: 3 clusters Score -7551842 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 44792 members Entering Unmasked Estep Score: -7551842.500000 Penalty: 5322.755859 Iteration 45Q: 3 clusters Score -7551842 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 44791 members Entering Unmasked Estep Score: -7551844.500000 Penalty: 5322.755859 Iteration 46Q: 3 clusters Score -7551844 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 44794 members Entering Unmasked Estep Score: -7551853.500000 Penalty: 5322.755859 Iteration 47Q: 3 clusters Score -7551854 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 44796 members Entering Unmasked Estep Score: -7551861.500000 Penalty: 5322.755859 Iteration 48Q: 3 clusters Score -7551862 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 44797 members Entering Unmasked Estep Score: -7551861.000000 Penalty: 5322.755859 Iteration 49Q: 3 clusters Score -7551861 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 44800 members Entering Unmasked Estep Score: -7551854.500000 Penalty: 5322.755859 Iteration 50Q: 3 clusters Score -7551854 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 44802 members Entering Unmasked Estep Score: -7551854.000000 Penalty: 5322.755859 Iteration 51Q: 3 clusters Score -7551854 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 44804 members Entering Unmasked Estep Score: -7551855.000000 Penalty: 5322.755859 Iteration 52Q: 3 clusters Score -7551855 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 44803 members Entering Unmasked Estep Score: -7551861.000000 Penalty: 5322.755859 Iteration 53Q: 3 clusters Score -7551861 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 44804 members Entering Unmasked Estep Score: -7551864.500000 Penalty: 5322.755859 Iteration 54Q: 3 clusters Score -7551864 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 44805 members Entering Unmasked Estep Score: -7551863.500000 Penalty: 5322.755859 Iteration 55Q: 3 clusters Score -7551864 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 44805 members Entering Unmasked Estep Score: -7551863.500000 Penalty: 5322.755859 Iteration 56F: 3 clusters Score -7551864 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Entering Unmasked Estep Score: -28240.878906 Penalty: 1307.703979 Iteration 0F: 2 clusters Score -28240.88 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 102 members Entering Unmasked Estep Score: -27160.089844 Penalty: 2615.407959 Iteration 0F: 3 clusters Score -27160.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -27230.484375 Penalty: 2615.407959 Iteration 1F: 3 clusters Score -27230.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -27256.966797 Penalty: 2615.407959 Iteration 2Q: 3 clusters Score -27256.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -27265.441406 Penalty: 2615.407959 Iteration 3Q: 3 clusters Score -27265.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -27265.441406 Penalty: 2615.407959 Iteration 4F: 3 clusters Score -27265.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Entering Unmasked Estep Score: -35332.160156 Penalty: 1405.273804 Iteration 0F: 2 clusters Score -35332.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -34193.750000 Penalty: 2810.547607 Iteration 0F: 3 clusters Score -34193.75 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -34354.964844 Penalty: 2810.547607 Iteration 1F: 3 clusters Score -34354.96 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -34425.382812 Penalty: 2810.547607 Iteration 2F: 3 clusters Score -34425.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -34458.421875 Penalty: 2810.547607 Iteration 3Q: 3 clusters Score -34458.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -34466.324219 Penalty: 2810.547607 Iteration 4Q: 3 clusters Score -34466.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -34466.324219 Penalty: 2810.547607 Iteration 5F: 3 clusters Score -34466.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -35033.820312 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -35033.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -33793.394531 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -33793.39 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -33867.941406 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -33867.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -33896.464844 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -33896.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -33910.632812 Penalty: 2740.624756 Iteration 3Q: 3 clusters Score -33910.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -33916.339844 Penalty: 2740.624756 Iteration 4Q: 3 clusters Score -33916.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -33922.875000 Penalty: 2740.624756 Iteration 5Q: 3 clusters Score -33922.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -33922.875000 Penalty: 2740.624756 Iteration 6F: 3 clusters Score -33922.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -53517.562500 Penalty: 1497.983154 Iteration 0F: 2 clusters Score -53517.56 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 201 members Entering Unmasked Estep Score: -52241.769531 Penalty: 2995.966309 Iteration 0F: 3 clusters Score -52241.77 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -52643.316406 Penalty: 2995.966309 Iteration 1F: 3 clusters Score -52643.32 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -52858.898438 Penalty: 2995.966309 Iteration 2F: 3 clusters Score -52858.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -53076.238281 Penalty: 2995.966309 Iteration 3F: 3 clusters Score -53076.24 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -53205.613281 Penalty: 2995.966309 Iteration 4F: 3 clusters Score -53205.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -53301.878906 Penalty: 2995.966309 Iteration 5Q: 3 clusters Score -53301.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -53376.718750 Penalty: 2995.966309 Iteration 6Q: 3 clusters Score -53376.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -53405.230469 Penalty: 2995.966309 Iteration 7Q: 3 clusters Score -53405.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -53433.437500 Penalty: 2995.966309 Iteration 8Q: 3 clusters Score -53433.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -53467.554688 Penalty: 2995.966309 Iteration 9Q: 3 clusters Score -53467.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -53499.148438 Penalty: 2995.966309 Iteration 10Q: 3 clusters Score -53499.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -53499.148438 Penalty: 2995.966309 Iteration 11F: 3 clusters Score -53499.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -82168.164062 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -82168.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -80628.531250 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -80628.53 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -80937.796875 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -80937.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -81076.578125 Penalty: 3167.892090 Iteration 2F: 3 clusters Score -81076.58 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -81165.898438 Penalty: 3167.892090 Iteration 3F: 3 clusters Score -81165.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -81217.039062 Penalty: 3167.892090 Iteration 4Q: 3 clusters Score -81217.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -81242.031250 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -81242.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -81296.625000 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -81296.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -81310.367188 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -81310.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -81319.867188 Penalty: 3167.892090 Iteration 8Q: 3 clusters Score -81319.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -81327.546875 Penalty: 3167.892090 Iteration 9Q: 3 clusters Score -81327.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -81341.210938 Penalty: 3167.892090 Iteration 10Q: 3 clusters Score -81341.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -81350.796875 Penalty: 3167.892090 Iteration 11Q: 3 clusters Score -81350.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -81352.046875 Penalty: 3167.892090 Iteration 12Q: 3 clusters Score -81352.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -81352.046875 Penalty: 3167.892090 Iteration 13F: 3 clusters Score -81352.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10201 members Entering Unmasked Estep Score: -1618944.500000 Penalty: 2289.099609 Iteration 0F: 2 clusters Score -1618944 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -1611111.125000 Penalty: 4578.199219 Iteration 0F: 3 clusters Score -1611111 nChanged 4197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -1613414.500000 Penalty: 4578.199219 Iteration 1F: 3 clusters Score -1613414 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -1613768.000000 Penalty: 4578.199219 Iteration 2F: 3 clusters Score -1613768 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -1614119.875000 Penalty: 4578.199219 Iteration 3F: 3 clusters Score -1614120 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -1614468.125000 Penalty: 4578.199219 Iteration 4F: 3 clusters Score -1614468 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1614824.750000 Penalty: 4578.199219 Iteration 5F: 3 clusters Score -1614825 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1615197.250000 Penalty: 4578.199219 Iteration 6F: 3 clusters Score -1615197 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1615540.875000 Penalty: 4578.199219 Iteration 7F: 3 clusters Score -1615541 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -1615826.250000 Penalty: 4578.199219 Iteration 8Q: 3 clusters Score -1615826 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -1616071.750000 Penalty: 4578.199219 Iteration 9Q: 3 clusters Score -1616072 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -1616240.000000 Penalty: 4578.199219 Iteration 10Q: 3 clusters Score -1616240 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -1616383.375000 Penalty: 4578.199219 Iteration 11Q: 3 clusters Score -1616383 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7496 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -1616471.750000 Penalty: 4578.199219 Iteration 12Q: 3 clusters Score -1616472 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1616547.625000 Penalty: 4578.199219 Iteration 13Q: 3 clusters Score -1616548 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -1616632.000000 Penalty: 4578.199219 Iteration 14Q: 3 clusters Score -1616632 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -1616714.875000 Penalty: 4578.199219 Iteration 15Q: 3 clusters Score -1616715 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8146 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -1616812.500000 Penalty: 4578.199219 Iteration 16Q: 3 clusters Score -1616812 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -1616900.375000 Penalty: 4578.199219 Iteration 17Q: 3 clusters Score -1616900 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8453 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -1616977.250000 Penalty: 4578.199219 Iteration 18Q: 3 clusters Score -1616977 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -1617054.375000 Penalty: 4578.199219 Iteration 19Q: 3 clusters Score -1617054 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8713 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -1617128.500000 Penalty: 4578.199219 Iteration 20F: 3 clusters Score -1617128 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8841 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -1617204.750000 Penalty: 4578.199219 Iteration 21Q: 3 clusters Score -1617205 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8959 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1617267.750000 Penalty: 4578.199219 Iteration 22Q: 3 clusters Score -1617268 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9050 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -1617317.375000 Penalty: 4578.199219 Iteration 23Q: 3 clusters Score -1617317 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -1617365.125000 Penalty: 4578.199219 Iteration 24Q: 3 clusters Score -1617365 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -1617401.125000 Penalty: 4578.199219 Iteration 25Q: 3 clusters Score -1617401 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1617423.750000 Penalty: 4578.199219 Iteration 26Q: 3 clusters Score -1617424 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -1617448.500000 Penalty: 4578.199219 Iteration 27Q: 3 clusters Score -1617448 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9326 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -1617468.875000 Penalty: 4578.199219 Iteration 28Q: 3 clusters Score -1617469 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9360 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1617483.875000 Penalty: 4578.199219 Iteration 29Q: 3 clusters Score -1617484 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -1617506.000000 Penalty: 4578.199219 Iteration 30Q: 3 clusters Score -1617506 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9428 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1617525.375000 Penalty: 4578.199219 Iteration 31Q: 3 clusters Score -1617525 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -1617534.750000 Penalty: 4578.199219 Iteration 32Q: 3 clusters Score -1617535 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9474 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -1617541.375000 Penalty: 4578.199219 Iteration 33Q: 3 clusters Score -1617541 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9484 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -1617545.000000 Penalty: 4578.199219 Iteration 34Q: 3 clusters Score -1617545 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -1617550.500000 Penalty: 4578.199219 Iteration 35Q: 3 clusters Score -1617550 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -1617556.875000 Penalty: 4578.199219 Iteration 36Q: 3 clusters Score -1617557 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -1617561.750000 Penalty: 4578.199219 Iteration 37Q: 3 clusters Score -1617562 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9508 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -1617566.375000 Penalty: 4578.199219 Iteration 38Q: 3 clusters Score -1617566 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9509 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -1617565.375000 Penalty: 4578.199219 Iteration 39Q: 3 clusters Score -1617565 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9512 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -1617568.125000 Penalty: 4578.199219 Iteration 40F: 3 clusters Score -1617568 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9515 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -1617569.250000 Penalty: 4578.199219 Iteration 41Q: 3 clusters Score -1617569 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9518 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1617570.375000 Penalty: 4578.199219 Iteration 42Q: 3 clusters Score -1617570 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9520 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -1617569.500000 Penalty: 4578.199219 Iteration 43Q: 3 clusters Score -1617570 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9523 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -1617570.750000 Penalty: 4578.199219 Iteration 44Q: 3 clusters Score -1617571 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9523 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -1617571.375000 Penalty: 4578.199219 Iteration 45Q: 3 clusters Score -1617571 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9524 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -1617570.750000 Penalty: 4578.199219 Iteration 46Q: 3 clusters Score -1617571 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1617572.875000 Penalty: 4578.199219 Iteration 47Q: 3 clusters Score -1617573 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9528 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -1617575.500000 Penalty: 4578.199219 Iteration 48Q: 3 clusters Score -1617576 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9529 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -1617573.500000 Penalty: 4578.199219 Iteration 49Q: 3 clusters Score -1617574 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9529 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -1617573.500000 Penalty: 4578.199219 Iteration 50F: 3 clusters Score -1617574 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23869 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23869 members Entering Unmasked Estep Score: -3883546.750000 Penalty: 2499.923340 Iteration 0F: 2 clusters Score -3883547 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11969 members Mstep: Class 2 contains 11900 members Entering Unmasked Estep Score: -3866913.500000 Penalty: 4999.846680 Iteration 0F: 3 clusters Score -3866914 nChanged 10628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12491 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -3872760.250000 Penalty: 4999.846680 Iteration 1F: 3 clusters Score -3872760 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12832 members Mstep: Class 2 contains 11037 members Entering Unmasked Estep Score: -3873326.750000 Penalty: 4999.846680 Iteration 2F: 3 clusters Score -3873327 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 10603 members Entering Unmasked Estep Score: -3873838.250000 Penalty: 4999.846680 Iteration 3F: 3 clusters Score -3873838 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13784 members Mstep: Class 2 contains 10085 members Entering Unmasked Estep Score: -3874382.250000 Penalty: 4999.846680 Iteration 4Q: 3 clusters Score -3874382 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Mstep: Class 2 contains 9411 members Entering Unmasked Estep Score: -3874992.500000 Penalty: 4999.846680 Iteration 5Q: 3 clusters Score -3874992 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15254 members Mstep: Class 2 contains 8615 members Entering Unmasked Estep Score: -3875674.500000 Penalty: 4999.846680 Iteration 6F: 3 clusters Score -3875674 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16175 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -3876555.250000 Penalty: 4999.846680 Iteration 7F: 3 clusters Score -3876555 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17230 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -3877572.750000 Penalty: 4999.846680 Iteration 8F: 3 clusters Score -3877573 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18339 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -3878660.500000 Penalty: 4999.846680 Iteration 9F: 3 clusters Score -3878660 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19373 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -3879611.250000 Penalty: 4999.846680 Iteration 10Q: 3 clusters Score -3879611 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20280 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -3880414.000000 Penalty: 4999.846680 Iteration 11Q: 3 clusters Score -3880414 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20981 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -3880979.500000 Penalty: 4999.846680 Iteration 12Q: 3 clusters Score -3880980 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21477 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -3881384.250000 Penalty: 4999.846680 Iteration 13Q: 3 clusters Score -3881384 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21843 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -3881698.500000 Penalty: 4999.846680 Iteration 14Q: 3 clusters Score -3881698 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22078 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -3881918.750000 Penalty: 4999.846680 Iteration 15Q: 3 clusters Score -3881919 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22255 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -3882058.250000 Penalty: 4999.846680 Iteration 16Q: 3 clusters Score -3882058 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22385 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -3882157.500000 Penalty: 4999.846680 Iteration 17Q: 3 clusters Score -3882158 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22476 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -3882236.000000 Penalty: 4999.846680 Iteration 18Q: 3 clusters Score -3882236 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22534 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -3882263.750000 Penalty: 4999.846680 Iteration 19Q: 3 clusters Score -3882264 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22575 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -3882286.250000 Penalty: 4999.846680 Iteration 20F: 3 clusters Score -3882286 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22601 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -3882324.250000 Penalty: 4999.846680 Iteration 21Q: 3 clusters Score -3882324 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22630 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -3882350.000000 Penalty: 4999.846680 Iteration 22Q: 3 clusters Score -3882350 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22648 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -3882364.500000 Penalty: 4999.846680 Iteration 23Q: 3 clusters Score -3882364 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22659 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -3882383.750000 Penalty: 4999.846680 Iteration 24Q: 3 clusters Score -3882384 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22669 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -3882394.500000 Penalty: 4999.846680 Iteration 25Q: 3 clusters Score -3882394 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22681 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -3882402.250000 Penalty: 4999.846680 Iteration 26Q: 3 clusters Score -3882402 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22688 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -3882412.250000 Penalty: 4999.846680 Iteration 27Q: 3 clusters Score -3882412 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22689 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -3882414.000000 Penalty: 4999.846680 Iteration 28Q: 3 clusters Score -3882414 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22695 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -3882425.750000 Penalty: 4999.846680 Iteration 29Q: 3 clusters Score -3882426 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22698 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -3882423.750000 Penalty: 4999.846680 Iteration 30Q: 3 clusters Score -3882424 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22697 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -3882433.750000 Penalty: 4999.846680 Iteration 31Q: 3 clusters Score -3882434 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22697 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -3882436.000000 Penalty: 4999.846680 Iteration 32Q: 3 clusters Score -3882436 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22695 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -3882440.500000 Penalty: 4999.846680 Iteration 33Q: 3 clusters Score -3882440 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22697 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -3882446.250000 Penalty: 4999.846680 Iteration 34Q: 3 clusters Score -3882446 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22700 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -3882443.500000 Penalty: 4999.846680 Iteration 35Q: 3 clusters Score -3882444 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22706 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -3882448.250000 Penalty: 4999.846680 Iteration 36Q: 3 clusters Score -3882448 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22709 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -3882454.000000 Penalty: 4999.846680 Iteration 37Q: 3 clusters Score -3882454 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22712 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -3882458.000000 Penalty: 4999.846680 Iteration 38Q: 3 clusters Score -3882458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22714 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -3882453.750000 Penalty: 4999.846680 Iteration 39Q: 3 clusters Score -3882454 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22713 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -3882456.000000 Penalty: 4999.846680 Iteration 40F: 3 clusters Score -3882456 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22712 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -3882456.250000 Penalty: 4999.846680 Iteration 41Q: 3 clusters Score -3882456 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22712 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -3882455.750000 Penalty: 4999.846680 Iteration 42Q: 3 clusters Score -3882456 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22712 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -3882457.750000 Penalty: 4999.846680 Iteration 43Q: 3 clusters Score -3882458 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22712 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -3882457.750000 Penalty: 4999.846680 Iteration 44F: 3 clusters Score -3882458 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -77143.625000 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -77143.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -75596.078125 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -75596.08 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -75835.742188 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -75835.74 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -75925.898438 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -75925.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -76028.039062 Penalty: 3131.519775 Iteration 3F: 3 clusters Score -76028.04 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -76175.429688 Penalty: 3131.519775 Iteration 4F: 3 clusters Score -76175.43 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -76284.078125 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -76284.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -76354.171875 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -76354.17 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -76434.796875 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -76434.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -76503.085938 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -76503.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -76600.843750 Penalty: 3131.519775 Iteration 9Q: 3 clusters Score -76600.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -76665.890625 Penalty: 3131.519775 Iteration 10Q: 3 clusters Score -76665.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -76720.242188 Penalty: 3131.519775 Iteration 11Q: 3 clusters Score -76720.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -76728.164062 Penalty: 3131.519775 Iteration 12Q: 3 clusters Score -76728.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -76735.812500 Penalty: 3131.519775 Iteration 13Q: 3 clusters Score -76735.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -76735.812500 Penalty: 3131.519775 Iteration 14F: 3 clusters Score -76735.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -78637.601562 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -78637.6 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 286 members Entering Unmasked Estep Score: -77132.492188 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -77132.49 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -77682.007812 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -77682.01 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -78037.070312 Penalty: 3167.892090 Iteration 2F: 3 clusters Score -78037.07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -78364.601562 Penalty: 3167.892090 Iteration 3F: 3 clusters Score -78364.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -78665.273438 Penalty: 3167.892090 Iteration 4F: 3 clusters Score -78665.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -78811.382812 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -78811.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -78881.937500 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -78881.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -78975.078125 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -78975.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -79013.289062 Penalty: 3167.892090 Iteration 8Q: 3 clusters Score -79013.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -79025.882812 Penalty: 3167.892090 Iteration 9Q: 3 clusters Score -79025.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -79045.492188 Penalty: 3167.892090 Iteration 10Q: 3 clusters Score -79045.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -79045.492188 Penalty: 3167.892090 Iteration 11F: 3 clusters Score -79045.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 43637 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 45769 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10201 members Mstep: Class 16 contains 23869 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 214 members Mstep: Class 19 contains 28618 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40138 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10965 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9716 members Mstep: Class 27 contains 380 members Entering Unmasked Estep Score: -37744684.000000 Penalty: 82835.382812 Splitting cluster 18 changes total score from -37745700.000000 to -37744684.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (28618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28618 members Entering Unmasked Estep Score: -4597073.500000 Penalty: 2544.924316 Iteration 0F: 2 clusters Score -4597074 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14179 members Mstep: Class 2 contains 14439 members Entering Unmasked Estep Score: -4577450.000000 Penalty: 5089.848633 Iteration 0F: 3 clusters Score -4577450 nChanged 12812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12887 members Mstep: Class 2 contains 15731 members Entering Unmasked Estep Score: -4584717.000000 Penalty: 5089.848633 Iteration 1F: 3 clusters Score -4584717 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12119 members Mstep: Class 2 contains 16499 members Entering Unmasked Estep Score: -4585524.000000 Penalty: 5089.848633 Iteration 2F: 3 clusters Score -4585524 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11071 members Mstep: Class 2 contains 17547 members Entering Unmasked Estep Score: -4586509.500000 Penalty: 5089.848633 Iteration 3F: 3 clusters Score -4586510 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 18833 members Entering Unmasked Estep Score: -4587823.000000 Penalty: 5089.848633 Iteration 4F: 3 clusters Score -4587823 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 20357 members Entering Unmasked Estep Score: -4589392.000000 Penalty: 5089.848633 Iteration 5F: 3 clusters Score -4589392 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 21898 members Entering Unmasked Estep Score: -4590947.500000 Penalty: 5089.848633 Iteration 6F: 3 clusters Score -4590948 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 23366 members Entering Unmasked Estep Score: -4592250.500000 Penalty: 5089.848633 Iteration 7F: 3 clusters Score -4592250 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 24561 members Entering Unmasked Estep Score: -4593223.000000 Penalty: 5089.848633 Iteration 8Q: 3 clusters Score -4593223 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 25493 members Entering Unmasked Estep Score: -4593827.000000 Penalty: 5089.848633 Iteration 9Q: 3 clusters Score -4593827 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 26198 members Entering Unmasked Estep Score: -4594306.000000 Penalty: 5089.848633 Iteration 10Q: 3 clusters Score -4594306 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 26722 members Entering Unmasked Estep Score: -4594616.000000 Penalty: 5089.848633 Iteration 11Q: 3 clusters Score -4594616 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 27114 members Entering Unmasked Estep Score: -4594854.500000 Penalty: 5089.848633 Iteration 12Q: 3 clusters Score -4594854 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 27390 members Entering Unmasked Estep Score: -4595037.000000 Penalty: 5089.848633 Iteration 13Q: 3 clusters Score -4595037 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 27584 members Entering Unmasked Estep Score: -4595138.500000 Penalty: 5089.848633 Iteration 14Q: 3 clusters Score -4595138 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 27716 members Entering Unmasked Estep Score: -4595219.500000 Penalty: 5089.848633 Iteration 15Q: 3 clusters Score -4595220 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 27804 members Entering Unmasked Estep Score: -4595261.000000 Penalty: 5089.848633 Iteration 16Q: 3 clusters Score -4595261 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 27862 members Entering Unmasked Estep Score: -4595287.000000 Penalty: 5089.848633 Iteration 17Q: 3 clusters Score -4595287 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 27902 members Entering Unmasked Estep Score: -4595316.000000 Penalty: 5089.848633 Iteration 18Q: 3 clusters Score -4595316 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 27930 members Entering Unmasked Estep Score: -4595329.500000 Penalty: 5089.848633 Iteration 19Q: 3 clusters Score -4595330 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 27948 members Entering Unmasked Estep Score: -4595329.000000 Penalty: 5089.848633 Iteration 20F: 3 clusters Score -4595329 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 27970 members Entering Unmasked Estep Score: -4595355.000000 Penalty: 5089.848633 Iteration 21Q: 3 clusters Score -4595355 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 27982 members Entering Unmasked Estep Score: -4595358.500000 Penalty: 5089.848633 Iteration 22Q: 3 clusters Score -4595358 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 27989 members Entering Unmasked Estep Score: -4595354.000000 Penalty: 5089.848633 Iteration 23Q: 3 clusters Score -4595354 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 28000 members Entering Unmasked Estep Score: -4595364.000000 Penalty: 5089.848633 Iteration 24Q: 3 clusters Score -4595364 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 28008 members Entering Unmasked Estep Score: -4595364.000000 Penalty: 5089.848633 Iteration 25Q: 3 clusters Score -4595364 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 28020 members Entering Unmasked Estep Score: -4595380.000000 Penalty: 5089.848633 Iteration 26Q: 3 clusters Score -4595380 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 28029 members Entering Unmasked Estep Score: -4595387.500000 Penalty: 5089.848633 Iteration 27Q: 3 clusters Score -4595388 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 28036 members Entering Unmasked Estep Score: -4595391.500000 Penalty: 5089.848633 Iteration 28Q: 3 clusters Score -4595392 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 28037 members Entering Unmasked Estep Score: -4595391.500000 Penalty: 5089.848633 Iteration 29Q: 3 clusters Score -4595392 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 28037 members Entering Unmasked Estep Score: -4595391.500000 Penalty: 5089.848633 Iteration 30F: 3 clusters Score -4595392 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4340 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Entering Unmasked Estep Score: -710290.375000 Penalty: 2077.156006 Iteration 0F: 2 clusters Score -710290.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -706170.000000 Penalty: 4154.312012 Iteration 0F: 3 clusters Score -706170 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -707154.375000 Penalty: 4154.312012 Iteration 1F: 3 clusters Score -707154.4 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -707383.812500 Penalty: 4154.312012 Iteration 2F: 3 clusters Score -707383.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -707551.312500 Penalty: 4154.312012 Iteration 3F: 3 clusters Score -707551.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -707671.625000 Penalty: 4154.312012 Iteration 4Q: 3 clusters Score -707671.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -707779.375000 Penalty: 4154.312012 Iteration 5Q: 3 clusters Score -707779.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -707897.562500 Penalty: 4154.312012 Iteration 6Q: 3 clusters Score -707897.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -708044.937500 Penalty: 4154.312012 Iteration 7Q: 3 clusters Score -708044.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -708236.000000 Penalty: 4154.312012 Iteration 8Q: 3 clusters Score -708236 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -708466.437500 Penalty: 4154.312012 Iteration 9Q: 3 clusters Score -708466.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -708692.187500 Penalty: 4154.312012 Iteration 10Q: 3 clusters Score -708692.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -708863.437500 Penalty: 4154.312012 Iteration 11Q: 3 clusters Score -708863.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -708985.250000 Penalty: 4154.312012 Iteration 12Q: 3 clusters Score -708985.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -709082.000000 Penalty: 4154.312012 Iteration 13Q: 3 clusters Score -709082 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -709143.812500 Penalty: 4154.312012 Iteration 14Q: 3 clusters Score -709143.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -709196.062500 Penalty: 4154.312012 Iteration 15Q: 3 clusters Score -709196.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -709243.125000 Penalty: 4154.312012 Iteration 16Q: 3 clusters Score -709243.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -709272.312500 Penalty: 4154.312012 Iteration 17Q: 3 clusters Score -709272.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -709301.000000 Penalty: 4154.312012 Iteration 18Q: 3 clusters Score -709301 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -709318.125000 Penalty: 4154.312012 Iteration 19Q: 3 clusters Score -709318.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -709335.062500 Penalty: 4154.312012 Iteration 20F: 3 clusters Score -709335.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -709348.750000 Penalty: 4154.312012 Iteration 21Q: 3 clusters Score -709348.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -709360.187500 Penalty: 4154.312012 Iteration 22Q: 3 clusters Score -709360.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -709362.937500 Penalty: 4154.312012 Iteration 23Q: 3 clusters Score -709362.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -709365.125000 Penalty: 4154.312012 Iteration 24Q: 3 clusters Score -709365.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -709369.625000 Penalty: 4154.312012 Iteration 25Q: 3 clusters Score -709369.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -709371.437500 Penalty: 4154.312012 Iteration 26Q: 3 clusters Score -709371.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -709376.250000 Penalty: 4154.312012 Iteration 27Q: 3 clusters Score -709376.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -709380.437500 Penalty: 4154.312012 Iteration 28Q: 3 clusters Score -709380.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -709382.625000 Penalty: 4154.312012 Iteration 29Q: 3 clusters Score -709382.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -709383.937500 Penalty: 4154.312012 Iteration 30Q: 3 clusters Score -709383.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -709385.312500 Penalty: 4154.312012 Iteration 31Q: 3 clusters Score -709385.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -709388.250000 Penalty: 4154.312012 Iteration 32Q: 3 clusters Score -709388.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -709389.250000 Penalty: 4154.312012 Iteration 33Q: 3 clusters Score -709389.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -709389.250000 Penalty: 4154.312012 Iteration 34F: 3 clusters Score -709389.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (40138 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40138 members Entering Unmasked Estep Score: -6525182.000000 Penalty: 2628.819580 Iteration 0F: 2 clusters Score -6525182 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20053 members Mstep: Class 2 contains 20085 members Entering Unmasked Estep Score: -6498140.000000 Penalty: 5257.639160 Iteration 0F: 3 clusters Score -6498140 nChanged 18508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19607 members Mstep: Class 2 contains 20531 members Entering Unmasked Estep Score: -6508556.000000 Penalty: 5257.639160 Iteration 1F: 3 clusters Score -6508556 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19111 members Mstep: Class 2 contains 21027 members Entering Unmasked Estep Score: -6509351.500000 Penalty: 5257.639160 Iteration 2F: 3 clusters Score -6509352 nChanged 2086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18367 members Mstep: Class 2 contains 21771 members Entering Unmasked Estep Score: -6510325.500000 Penalty: 5257.639160 Iteration 3F: 3 clusters Score -6510326 nChanged 2205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17304 members Mstep: Class 2 contains 22834 members Entering Unmasked Estep Score: -6511430.000000 Penalty: 5257.639160 Iteration 4F: 3 clusters Score -6511430 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15729 members Mstep: Class 2 contains 24409 members Entering Unmasked Estep Score: -6512877.000000 Penalty: 5257.639160 Iteration 5F: 3 clusters Score -6512877 nChanged 2633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13862 members Mstep: Class 2 contains 26276 members Entering Unmasked Estep Score: -6514497.500000 Penalty: 5257.639160 Iteration 6F: 3 clusters Score -6514498 nChanged 2602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11790 members Mstep: Class 2 contains 28348 members Entering Unmasked Estep Score: -6516297.000000 Penalty: 5257.639160 Iteration 7F: 3 clusters Score -6516297 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9642 members Mstep: Class 2 contains 30496 members Entering Unmasked Estep Score: -6518178.500000 Penalty: 5257.639160 Iteration 8F: 3 clusters Score -6518178 nChanged 2133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7807 members Mstep: Class 2 contains 32331 members Entering Unmasked Estep Score: -6519811.000000 Penalty: 5257.639160 Iteration 9F: 3 clusters Score -6519811 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 33768 members Entering Unmasked Estep Score: -6521112.500000 Penalty: 5257.639160 Iteration 10Q: 3 clusters Score -6521112 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 34820 members Entering Unmasked Estep Score: -6522099.000000 Penalty: 5257.639160 Iteration 11Q: 3 clusters Score -6522099 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 35559 members Entering Unmasked Estep Score: -6522627.000000 Penalty: 5257.639160 Iteration 12Q: 3 clusters Score -6522627 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 36141 members Entering Unmasked Estep Score: -6523033.000000 Penalty: 5257.639160 Iteration 13Q: 3 clusters Score -6523033 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 36609 members Entering Unmasked Estep Score: -6523352.000000 Penalty: 5257.639160 Iteration 14Q: 3 clusters Score -6523352 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 36974 members Entering Unmasked Estep Score: -6523563.000000 Penalty: 5257.639160 Iteration 15Q: 3 clusters Score -6523563 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 37264 members Entering Unmasked Estep Score: -6523693.500000 Penalty: 5257.639160 Iteration 16Q: 3 clusters Score -6523694 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 37485 members Entering Unmasked Estep Score: -6523770.500000 Penalty: 5257.639160 Iteration 17Q: 3 clusters Score -6523770 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 37649 members Entering Unmasked Estep Score: -6523828.000000 Penalty: 5257.639160 Iteration 18Q: 3 clusters Score -6523828 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 37781 members Entering Unmasked Estep Score: -6523918.000000 Penalty: 5257.639160 Iteration 19Q: 3 clusters Score -6523918 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 37894 members Entering Unmasked Estep Score: -6523970.500000 Penalty: 5257.639160 Iteration 20F: 3 clusters Score -6523970 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 37996 members Entering Unmasked Estep Score: -6523997.500000 Penalty: 5257.639160 Iteration 21Q: 3 clusters Score -6523998 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 38070 members Entering Unmasked Estep Score: -6524041.000000 Penalty: 5257.639160 Iteration 22Q: 3 clusters Score -6524041 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 38136 members Entering Unmasked Estep Score: -6524091.000000 Penalty: 5257.639160 Iteration 23Q: 3 clusters Score -6524091 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 38190 members Entering Unmasked Estep Score: -6524125.500000 Penalty: 5257.639160 Iteration 24Q: 3 clusters Score -6524126 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 38234 members Entering Unmasked Estep Score: -6524174.500000 Penalty: 5257.639160 Iteration 25Q: 3 clusters Score -6524174 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 38275 members Entering Unmasked Estep Score: -6524179.000000 Penalty: 5257.639160 Iteration 26Q: 3 clusters Score -6524179 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 38302 members Entering Unmasked Estep Score: -6524193.500000 Penalty: 5257.639160 Iteration 27Q: 3 clusters Score -6524194 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 38336 members Entering Unmasked Estep Score: -6524203.000000 Penalty: 5257.639160 Iteration 28Q: 3 clusters Score -6524203 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 38363 members Entering Unmasked Estep Score: -6524224.000000 Penalty: 5257.639160 Iteration 29Q: 3 clusters Score -6524224 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 38381 members Entering Unmasked Estep Score: -6524235.000000 Penalty: 5257.639160 Iteration 30Q: 3 clusters Score -6524235 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 38403 members Entering Unmasked Estep Score: -6524239.000000 Penalty: 5257.639160 Iteration 31Q: 3 clusters Score -6524239 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 38418 members Entering Unmasked Estep Score: -6524247.500000 Penalty: 5257.639160 Iteration 32Q: 3 clusters Score -6524248 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 38432 members Entering Unmasked Estep Score: -6524256.500000 Penalty: 5257.639160 Iteration 33Q: 3 clusters Score -6524256 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 38449 members Entering Unmasked Estep Score: -6524264.000000 Penalty: 5257.639160 Iteration 34Q: 3 clusters Score -6524264 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 38460 members Entering Unmasked Estep Score: -6524282.500000 Penalty: 5257.639160 Iteration 35Q: 3 clusters Score -6524282 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 38467 members Entering Unmasked Estep Score: -6524279.000000 Penalty: 5257.639160 Iteration 36Q: 3 clusters Score -6524279 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 38476 members Entering Unmasked Estep Score: -6524283.000000 Penalty: 5257.639160 Iteration 37Q: 3 clusters Score -6524283 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 38479 members Entering Unmasked Estep Score: -6524275.000000 Penalty: 5257.639160 Iteration 38Q: 3 clusters Score -6524275 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 38484 members Entering Unmasked Estep Score: -6524267.500000 Penalty: 5257.639160 Iteration 39Q: 3 clusters Score -6524268 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 38489 members Entering Unmasked Estep Score: -6524274.500000 Penalty: 5257.639160 Iteration 40F: 3 clusters Score -6524274 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 38497 members Entering Unmasked Estep Score: -6524270.000000 Penalty: 5257.639160 Iteration 41Q: 3 clusters Score -6524270 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 38502 members Entering Unmasked Estep Score: -6524280.000000 Penalty: 5257.639160 Iteration 42Q: 3 clusters Score -6524280 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 38506 members Entering Unmasked Estep Score: -6524282.000000 Penalty: 5257.639160 Iteration 43Q: 3 clusters Score -6524282 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 38509 members Entering Unmasked Estep Score: -6524290.000000 Penalty: 5257.639160 Iteration 44Q: 3 clusters Score -6524290 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 38510 members Entering Unmasked Estep Score: -6524289.000000 Penalty: 5257.639160 Iteration 45Q: 3 clusters Score -6524289 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 38511 members Entering Unmasked Estep Score: -6524291.000000 Penalty: 5257.639160 Iteration 46Q: 3 clusters Score -6524291 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 38511 members Entering Unmasked Estep Score: -6524291.000000 Penalty: 5257.639160 Iteration 47F: 3 clusters Score -6524291 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Entering Unmasked Estep Score: -24654.728516 Penalty: 1303.858887 Iteration 0F: 2 clusters Score -24654.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -23580.496094 Penalty: 2607.717773 Iteration 0F: 3 clusters Score -23580.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -23752.156250 Penalty: 2607.717773 Iteration 1F: 3 clusters Score -23752.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -23814.255859 Penalty: 2607.717773 Iteration 2Q: 3 clusters Score -23814.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -23827.640625 Penalty: 2607.717773 Iteration 3Q: 3 clusters Score -23827.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -23827.640625 Penalty: 2607.717773 Iteration 4F: 3 clusters Score -23827.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Entering Unmasked Estep Score: -22130.876953 Penalty: 1345.387573 Iteration 0F: 2 clusters Score -22130.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -21248.380859 Penalty: 2690.775146 Iteration 0F: 3 clusters Score -21248.38 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -21544.707031 Penalty: 2690.775146 Iteration 1F: 3 clusters Score -21544.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -21586.550781 Penalty: 2690.775146 Iteration 2Q: 3 clusters Score -21586.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -21777.011719 Penalty: 2690.775146 Iteration 3Q: 3 clusters Score -21777.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -21850.564453 Penalty: 2690.775146 Iteration 4Q: 3 clusters Score -21850.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -21856.005859 Penalty: 2690.775146 Iteration 5Q: 3 clusters Score -21856.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -21858.935547 Penalty: 2690.775146 Iteration 6F: 3 clusters Score -21858.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -21867.937500 Penalty: 2690.775146 Iteration 7Q: 3 clusters Score -21867.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -21878.947266 Penalty: 2690.775146 Iteration 8Q: 3 clusters Score -21878.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -21893.394531 Penalty: 2690.775146 Iteration 9Q: 3 clusters Score -21893.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -21899.322266 Penalty: 2690.775146 Iteration 10Q: 3 clusters Score -21899.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -21899.322266 Penalty: 2690.775146 Iteration 11F: 3 clusters Score -21899.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (10965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Entering Unmasked Estep Score: -1748392.125000 Penalty: 2307.010986 Iteration 0F: 2 clusters Score -1748392 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -1740116.500000 Penalty: 4614.021973 Iteration 0F: 3 clusters Score -1740116 nChanged 4683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -1742792.000000 Penalty: 4614.021973 Iteration 1F: 3 clusters Score -1742792 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -1743242.125000 Penalty: 4614.021973 Iteration 2F: 3 clusters Score -1743242 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -1743640.000000 Penalty: 4614.021973 Iteration 3F: 3 clusters Score -1743640 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -1744043.250000 Penalty: 4614.021973 Iteration 4F: 3 clusters Score -1744043 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -1744467.625000 Penalty: 4614.021973 Iteration 5F: 3 clusters Score -1744468 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -1744867.750000 Penalty: 4614.021973 Iteration 6F: 3 clusters Score -1744868 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8134 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -1745264.125000 Penalty: 4614.021973 Iteration 7Q: 3 clusters Score -1745264 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8542 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -1745582.000000 Penalty: 4614.021973 Iteration 8Q: 3 clusters Score -1745582 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8919 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1745852.875000 Penalty: 4614.021973 Iteration 9Q: 3 clusters Score -1745853 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9213 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -1746053.000000 Penalty: 4614.021973 Iteration 10Q: 3 clusters Score -1746053 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9463 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -1746227.125000 Penalty: 4614.021973 Iteration 11Q: 3 clusters Score -1746227 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -1746352.250000 Penalty: 4614.021973 Iteration 12Q: 3 clusters Score -1746352 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -1746461.500000 Penalty: 4614.021973 Iteration 13Q: 3 clusters Score -1746462 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -1746538.125000 Penalty: 4614.021973 Iteration 14Q: 3 clusters Score -1746538 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10060 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -1746591.000000 Penalty: 4614.021973 Iteration 15Q: 3 clusters Score -1746591 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10128 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1746639.500000 Penalty: 4614.021973 Iteration 16Q: 3 clusters Score -1746640 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10181 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1746664.125000 Penalty: 4614.021973 Iteration 17Q: 3 clusters Score -1746664 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10216 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1746681.375000 Penalty: 4614.021973 Iteration 18Q: 3 clusters Score -1746681 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10251 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1746702.125000 Penalty: 4614.021973 Iteration 19Q: 3 clusters Score -1746702 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -1746711.875000 Penalty: 4614.021973 Iteration 20F: 3 clusters Score -1746712 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10300 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -1746724.125000 Penalty: 4614.021973 Iteration 21Q: 3 clusters Score -1746724 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10316 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -1746736.500000 Penalty: 4614.021973 Iteration 22Q: 3 clusters Score -1746736 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10331 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -1746745.375000 Penalty: 4614.021973 Iteration 23Q: 3 clusters Score -1746745 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1746752.875000 Penalty: 4614.021973 Iteration 24Q: 3 clusters Score -1746753 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -1746763.375000 Penalty: 4614.021973 Iteration 25Q: 3 clusters Score -1746763 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10376 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -1746767.750000 Penalty: 4614.021973 Iteration 26Q: 3 clusters Score -1746768 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10383 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1746773.500000 Penalty: 4614.021973 Iteration 27Q: 3 clusters Score -1746774 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10389 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -1746777.125000 Penalty: 4614.021973 Iteration 28Q: 3 clusters Score -1746777 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10390 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1746776.375000 Penalty: 4614.021973 Iteration 29Q: 3 clusters Score -1746776 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10393 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -1746777.875000 Penalty: 4614.021973 Iteration 30Q: 3 clusters Score -1746778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1746781.625000 Penalty: 4614.021973 Iteration 31Q: 3 clusters Score -1746782 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1746781.125000 Penalty: 4614.021973 Iteration 32Q: 3 clusters Score -1746781 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10397 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -1746782.750000 Penalty: 4614.021973 Iteration 33Q: 3 clusters Score -1746783 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10397 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -1746782.750000 Penalty: 4614.021973 Iteration 34F: 3 clusters Score -1746783 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (721 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Entering Unmasked Estep Score: -110567.562500 Penalty: 1631.998413 Iteration 0F: 2 clusters Score -110567.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -108903.109375 Penalty: 3263.996826 Iteration 0F: 3 clusters Score -108903.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -109153.687500 Penalty: 3263.996826 Iteration 1F: 3 clusters Score -109153.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -109214.078125 Penalty: 3263.996826 Iteration 2F: 3 clusters Score -109214.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -109260.906250 Penalty: 3263.996826 Iteration 3Q: 3 clusters Score -109260.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -109283.945312 Penalty: 3263.996826 Iteration 4Q: 3 clusters Score -109283.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -109290.515625 Penalty: 3263.996826 Iteration 5Q: 3 clusters Score -109290.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -109294.523438 Penalty: 3263.996826 Iteration 6Q: 3 clusters Score -109294.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -109294.523438 Penalty: 3263.996826 Iteration 7F: 3 clusters Score -109294.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (9716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Entering Unmasked Estep Score: -1612048.375000 Penalty: 2277.019287 Iteration 0F: 2 clusters Score -1612048 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -1604521.375000 Penalty: 4554.038574 Iteration 0F: 3 clusters Score -1604521 nChanged 3970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -1606800.875000 Penalty: 4554.038574 Iteration 1F: 3 clusters Score -1606801 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -1607199.250000 Penalty: 4554.038574 Iteration 2F: 3 clusters Score -1607199 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -1607598.250000 Penalty: 4554.038574 Iteration 3F: 3 clusters Score -1607598 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -1608049.000000 Penalty: 4554.038574 Iteration 4F: 3 clusters Score -1608049 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -1608523.500000 Penalty: 4554.038574 Iteration 5F: 3 clusters Score -1608524 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -1608946.875000 Penalty: 4554.038574 Iteration 6F: 3 clusters Score -1608947 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -1609300.625000 Penalty: 4554.038574 Iteration 7F: 3 clusters Score -1609301 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -1609564.625000 Penalty: 4554.038574 Iteration 8Q: 3 clusters Score -1609565 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -1609758.375000 Penalty: 4554.038574 Iteration 9Q: 3 clusters Score -1609758 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -1609895.250000 Penalty: 4554.038574 Iteration 10Q: 3 clusters Score -1609895 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 7498 members Entering Unmasked Estep Score: -1610010.625000 Penalty: 4554.038574 Iteration 11Q: 3 clusters Score -1610011 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -1610095.500000 Penalty: 4554.038574 Iteration 12Q: 3 clusters Score -1610096 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -1610166.000000 Penalty: 4554.038574 Iteration 13Q: 3 clusters Score -1610166 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 7820 members Entering Unmasked Estep Score: -1610222.875000 Penalty: 4554.038574 Iteration 14Q: 3 clusters Score -1610223 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 7901 members Entering Unmasked Estep Score: -1610265.000000 Penalty: 4554.038574 Iteration 15Q: 3 clusters Score -1610265 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 7969 members Entering Unmasked Estep Score: -1610296.750000 Penalty: 4554.038574 Iteration 16Q: 3 clusters Score -1610297 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -1610324.750000 Penalty: 4554.038574 Iteration 17Q: 3 clusters Score -1610325 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -1610355.375000 Penalty: 4554.038574 Iteration 18Q: 3 clusters Score -1610355 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -1610380.250000 Penalty: 4554.038574 Iteration 19Q: 3 clusters Score -1610380 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -1610399.375000 Penalty: 4554.038574 Iteration 20F: 3 clusters Score -1610399 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -1610410.875000 Penalty: 4554.038574 Iteration 21Q: 3 clusters Score -1610411 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -1610425.125000 Penalty: 4554.038574 Iteration 22Q: 3 clusters Score -1610425 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 8316 members Entering Unmasked Estep Score: -1610435.500000 Penalty: 4554.038574 Iteration 23Q: 3 clusters Score -1610436 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 8352 members Entering Unmasked Estep Score: -1610450.125000 Penalty: 4554.038574 Iteration 24Q: 3 clusters Score -1610450 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 8383 members Entering Unmasked Estep Score: -1610464.125000 Penalty: 4554.038574 Iteration 25Q: 3 clusters Score -1610464 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -1610470.625000 Penalty: 4554.038574 Iteration 26Q: 3 clusters Score -1610471 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 8434 members Entering Unmasked Estep Score: -1610486.000000 Penalty: 4554.038574 Iteration 27Q: 3 clusters Score -1610486 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 8455 members Entering Unmasked Estep Score: -1610490.875000 Penalty: 4554.038574 Iteration 28Q: 3 clusters Score -1610491 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 8476 members Entering Unmasked Estep Score: -1610496.625000 Penalty: 4554.038574 Iteration 29Q: 3 clusters Score -1610497 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 8492 members Entering Unmasked Estep Score: -1610501.750000 Penalty: 4554.038574 Iteration 30Q: 3 clusters Score -1610502 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 8511 members Entering Unmasked Estep Score: -1610508.875000 Penalty: 4554.038574 Iteration 31Q: 3 clusters Score -1610509 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 8531 members Entering Unmasked Estep Score: -1610516.375000 Penalty: 4554.038574 Iteration 32Q: 3 clusters Score -1610516 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -1610524.375000 Penalty: 4554.038574 Iteration 33Q: 3 clusters Score -1610524 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 8570 members Entering Unmasked Estep Score: -1610529.875000 Penalty: 4554.038574 Iteration 34Q: 3 clusters Score -1610530 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 8587 members Entering Unmasked Estep Score: -1610536.375000 Penalty: 4554.038574 Iteration 35Q: 3 clusters Score -1610536 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 8596 members Entering Unmasked Estep Score: -1610540.750000 Penalty: 4554.038574 Iteration 36Q: 3 clusters Score -1610541 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 8603 members Entering Unmasked Estep Score: -1610544.500000 Penalty: 4554.038574 Iteration 37Q: 3 clusters Score -1610544 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 8613 members Entering Unmasked Estep Score: -1610544.750000 Penalty: 4554.038574 Iteration 38Q: 3 clusters Score -1610545 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 8620 members Entering Unmasked Estep Score: -1610548.875000 Penalty: 4554.038574 Iteration 39Q: 3 clusters Score -1610549 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 8624 members Entering Unmasked Estep Score: -1610551.875000 Penalty: 4554.038574 Iteration 40F: 3 clusters Score -1610552 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 8629 members Entering Unmasked Estep Score: -1610553.750000 Penalty: 4554.038574 Iteration 41Q: 3 clusters Score -1610554 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 8631 members Entering Unmasked Estep Score: -1610555.250000 Penalty: 4554.038574 Iteration 42Q: 3 clusters Score -1610555 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 8633 members Entering Unmasked Estep Score: -1610557.875000 Penalty: 4554.038574 Iteration 43Q: 3 clusters Score -1610558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 8637 members Entering Unmasked Estep Score: -1610557.750000 Penalty: 4554.038574 Iteration 44Q: 3 clusters Score -1610558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 8641 members Entering Unmasked Estep Score: -1610560.750000 Penalty: 4554.038574 Iteration 45Q: 3 clusters Score -1610561 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -1610563.500000 Penalty: 4554.038574 Iteration 46Q: 3 clusters Score -1610564 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 8651 members Entering Unmasked Estep Score: -1610564.625000 Penalty: 4554.038574 Iteration 47Q: 3 clusters Score -1610565 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 8651 members Entering Unmasked Estep Score: -1610564.625000 Penalty: 4554.038574 Iteration 48F: 3 clusters Score -1610565 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 43637 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 45769 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10201 members Mstep: Class 16 contains 23869 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28618 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40138 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10965 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9716 members Entering Unmasked Estep ConsiderDeletion Score: -37745780.000000 Penalty: 79767.406250 Iteration 159Q: 27 clusters Score -3.774578e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 43522 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 45939 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10164 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28613 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40128 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10962 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9717 members Entering Unmasked Estep ConsiderDeletion Score: -37745868.000000 Penalty: 79767.406250 Iteration 160F: 27 clusters Score -3.774587e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 43411 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 46113 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10124 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28607 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40113 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10960 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9717 members Entering Unmasked Estep ConsiderDeletion Score: -37745900.000000 Penalty: 79767.406250 Iteration 161Q: 27 clusters Score -3.77459e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1168 members Mstep: Class 7 contains 43313 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 46269 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10087 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28599 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40104 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10955 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9718 members Entering Unmasked Estep ConsiderDeletion Score: -37745948.000000 Penalty: 79767.406250 Iteration 162Q: 27 clusters Score -3.774595e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 43244 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 46392 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10053 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28593 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40095 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10950 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9718 members Entering Unmasked Estep ConsiderDeletion Score: -37745912.000000 Penalty: 79767.406250 Iteration 163Q: 27 clusters Score -3.774591e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 43158 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 46509 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10031 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28590 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40092 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10947 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9718 members Entering Unmasked Estep ConsiderDeletion Score: -37745952.000000 Penalty: 79767.406250 Iteration 164Q: 27 clusters Score -3.774595e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 43059 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 46635 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 10010 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28589 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40099 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10935 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9718 members Entering Unmasked Estep ConsiderDeletion Score: -37745928.000000 Penalty: 79767.406250 Iteration 165Q: 27 clusters Score -3.774593e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 42965 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 46757 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9985 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28589 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40104 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10927 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9718 members Entering Unmasked Estep ConsiderDeletion Score: -37745884.000000 Penalty: 79767.406250 Iteration 166Q: 27 clusters Score -3.774588e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 42882 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 46865 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9969 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28588 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40108 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10915 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9718 members Entering Unmasked Estep ConsiderDeletion Score: -37745880.000000 Penalty: 79767.406250 Iteration 167Q: 27 clusters Score -3.774588e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 42790 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 46978 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9963 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28588 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40107 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10902 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9717 members Entering Unmasked Estep ConsiderDeletion Score: -37745940.000000 Penalty: 79767.406250 Iteration 168Q: 27 clusters Score -3.774594e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 42712 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 47092 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9942 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28588 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40106 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10888 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9717 members Entering Unmasked Estep ConsiderDeletion Score: -37745940.000000 Penalty: 79767.406250 Iteration 169Q: 27 clusters Score -3.774594e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 42613 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 47242 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9916 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28587 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40104 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10866 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9717 members Entering Unmasked Estep ConsiderDeletion Score: -37745956.000000 Penalty: 79767.406250 Iteration 170Q: 27 clusters Score -3.774596e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 42538 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 47364 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9892 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28583 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40103 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10848 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9718 members Entering Unmasked Estep ConsiderDeletion Score: -37745988.000000 Penalty: 79767.406250 Iteration 171Q: 27 clusters Score -3.774599e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 42491 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 47459 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9863 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28579 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40102 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10833 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9719 members Entering Unmasked Estep ConsiderDeletion Score: -37745972.000000 Penalty: 79767.406250 Iteration 172Q: 27 clusters Score -3.774597e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 42422 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 47547 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9853 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28577 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40110 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10818 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9719 members Entering Unmasked Estep ConsiderDeletion Score: -37746044.000000 Penalty: 79767.406250 Iteration 173Q: 27 clusters Score -3.774604e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6044 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 42344 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 47648 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9833 members Mstep: Class 16 contains 23869 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28573 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40120 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10807 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9719 members Entering Unmasked Estep ConsiderDeletion Score: -37746088.000000 Penalty: 79767.406250 Iteration 174Q: 27 clusters Score -3.774609e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6043 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 42251 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 47773 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9814 members Mstep: Class 16 contains 23869 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28569 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40129 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10790 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9719 members Entering Unmasked Estep ConsiderDeletion Score: -37746084.000000 Penalty: 79767.406250 Iteration 175Q: 27 clusters Score -3.774608e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6043 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 42132 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 47923 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9802 members Mstep: Class 16 contains 23869 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28568 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40129 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10772 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9719 members Entering Unmasked Estep ConsiderDeletion Score: -37746148.000000 Penalty: 79767.406250 Iteration 176Q: 27 clusters Score -3.774615e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6042 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41995 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 48094 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9779 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28568 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40126 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10766 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9719 members Entering Unmasked Estep ConsiderDeletion Score: -37746172.000000 Penalty: 79767.406250 Iteration 177Q: 27 clusters Score -3.774617e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6042 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41845 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 48285 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9754 members Mstep: Class 16 contains 23869 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28568 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40132 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10743 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9719 members Entering Unmasked Estep ConsiderDeletion Score: -37746212.000000 Penalty: 79767.406250 Iteration 178Q: 27 clusters Score -3.774621e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6042 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41732 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 48439 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9729 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28569 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40133 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10725 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9720 members Entering Unmasked Estep ConsiderDeletion Score: -37746172.000000 Penalty: 79767.406250 Iteration 179Q: 27 clusters Score -3.774617e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6040 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41620 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 48578 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9711 members Mstep: Class 16 contains 23869 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28566 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40134 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10720 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9720 members Entering Unmasked Estep ConsiderDeletion Score: -37746180.000000 Penalty: 79767.406250 Iteration 180F: 27 clusters Score -3.774618e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41497 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 48739 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9686 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28566 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40140 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10704 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9720 members Entering Unmasked Estep ConsiderDeletion Score: -37746220.000000 Penalty: 79767.406250 Iteration 181Q: 27 clusters Score -3.774622e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41408 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 48867 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9660 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28565 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40147 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10687 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9720 members Entering Unmasked Estep ConsiderDeletion Score: -37746184.000000 Penalty: 79767.406250 Iteration 182Q: 27 clusters Score -3.774618e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41352 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 48953 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9635 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28562 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40146 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10686 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9720 members Entering Unmasked Estep ConsiderDeletion Score: -37746216.000000 Penalty: 79767.406250 Iteration 183Q: 27 clusters Score -3.774622e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41316 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49020 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9621 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28559 members Mstep: Class 20 contains 4340 members Mstep: Class 21 contains 40142 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10677 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9720 members Entering Unmasked Estep ConsiderDeletion Score: -37746164.000000 Penalty: 79767.406250 Iteration 184Q: 27 clusters Score -3.774616e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41317 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49064 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9598 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28558 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40138 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10661 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9720 members Entering Unmasked Estep ConsiderDeletion Score: -37746108.000000 Penalty: 79767.406250 Iteration 185Q: 27 clusters Score -3.774611e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41319 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49109 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9565 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28554 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40140 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10647 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9722 members Entering Unmasked Estep ConsiderDeletion Score: -37746172.000000 Penalty: 79767.406250 Iteration 186Q: 27 clusters Score -3.774617e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41322 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49154 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9538 members Mstep: Class 16 contains 23866 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28550 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40138 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10633 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9722 members Entering Unmasked Estep ConsiderDeletion Score: -37746156.000000 Penalty: 79767.406250 Iteration 187Q: 27 clusters Score -3.774616e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41324 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49179 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9517 members Mstep: Class 16 contains 23866 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28547 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40139 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10629 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9722 members Entering Unmasked Estep ConsiderDeletion Score: -37746232.000000 Penalty: 79767.406250 Iteration 188Q: 27 clusters Score -3.774623e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41313 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49228 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9494 members Mstep: Class 16 contains 23866 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28548 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40135 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10617 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9722 members Entering Unmasked Estep ConsiderDeletion Score: -37746172.000000 Penalty: 79767.406250 Iteration 189Q: 27 clusters Score -3.774617e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41329 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49247 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9469 members Mstep: Class 16 contains 23866 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28548 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40133 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10609 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9722 members Entering Unmasked Estep ConsiderDeletion Score: -37746288.000000 Penalty: 79767.406250 Iteration 190Q: 27 clusters Score -3.774629e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41356 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49245 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9453 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28547 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40133 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10602 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9722 members Entering Unmasked Estep ConsiderDeletion Score: -37746280.000000 Penalty: 79767.406250 Iteration 191Q: 27 clusters Score -3.774628e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41396 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49221 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9445 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28545 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40131 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10599 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9721 members Entering Unmasked Estep ConsiderDeletion Score: -37746336.000000 Penalty: 79767.406250 Iteration 192Q: 27 clusters Score -3.774634e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41410 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49224 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9439 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28543 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40127 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10594 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9721 members Entering Unmasked Estep ConsiderDeletion Score: -37746328.000000 Penalty: 79767.406250 Iteration 193Q: 27 clusters Score -3.774633e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41430 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49239 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9425 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28538 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40120 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10586 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9721 members Entering Unmasked Estep ConsiderDeletion Score: -37746312.000000 Penalty: 79767.406250 Iteration 194Q: 27 clusters Score -3.774631e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41438 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49257 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9417 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28536 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40113 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10575 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9723 members Entering Unmasked Estep ConsiderDeletion Score: -37746256.000000 Penalty: 79767.406250 Iteration 195Q: 27 clusters Score -3.774626e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41454 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49266 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9405 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28533 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40112 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10565 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9724 members Entering Unmasked Estep ConsiderDeletion Score: -37746220.000000 Penalty: 79767.406250 Iteration 196Q: 27 clusters Score -3.774622e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 41466 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49283 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28523 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40109 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10570 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9724 members Entering Unmasked Estep ConsiderDeletion Score: -37746228.000000 Penalty: 79767.406250 Iteration 197Q: 27 clusters Score -3.774623e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 41487 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49291 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9363 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28514 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40107 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10573 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9725 members Entering Unmasked Estep ConsiderDeletion Score: -37746260.000000 Penalty: 79767.406250 Iteration 198Q: 27 clusters Score -3.774626e+07 nChanged 279 Entering ConstructFrom: Score: -37746260.000000 Penalty: 79767.406250 Entering ConstructFrom: Trying to split cluster 1 (509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Entering Unmasked Estep Score: -73103.257812 Penalty: 1545.647095 Iteration 0F: 2 clusters Score -73103.26 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 252 members Entering Unmasked Estep Score: -71736.375000 Penalty: 3091.294189 Iteration 0F: 3 clusters Score -71736.38 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -71983.382812 Penalty: 3091.294189 Iteration 1F: 3 clusters Score -71983.38 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -72044.445312 Penalty: 3091.294189 Iteration 2F: 3 clusters Score -72044.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -72069.953125 Penalty: 3091.294189 Iteration 3Q: 3 clusters Score -72069.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -72095.960938 Penalty: 3091.294189 Iteration 4Q: 3 clusters Score -72095.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -72116.148438 Penalty: 3091.294189 Iteration 5Q: 3 clusters Score -72116.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -72132.609375 Penalty: 3091.294189 Iteration 6Q: 3 clusters Score -72132.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -72142.203125 Penalty: 3091.294189 Iteration 7Q: 3 clusters Score -72142.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -72156.375000 Penalty: 3091.294189 Iteration 8Q: 3 clusters Score -72156.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -72181.929688 Penalty: 3091.294189 Iteration 9Q: 3 clusters Score -72181.93 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -72228.351562 Penalty: 3091.294189 Iteration 10Q: 3 clusters Score -72228.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -72246.804688 Penalty: 3091.294189 Iteration 11Q: 3 clusters Score -72246.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -72257.484375 Penalty: 3091.294189 Iteration 12Q: 3 clusters Score -72257.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -72274.164062 Penalty: 3091.294189 Iteration 13Q: 3 clusters Score -72274.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -72277.796875 Penalty: 3091.294189 Iteration 14Q: 3 clusters Score -72277.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -72287.257812 Penalty: 3091.294189 Iteration 15F: 3 clusters Score -72287.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -72365.695312 Penalty: 3091.294189 Iteration 16Q: 3 clusters Score -72365.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -72406.960938 Penalty: 3091.294189 Iteration 17Q: 3 clusters Score -72406.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -72428.539062 Penalty: 3091.294189 Iteration 18Q: 3 clusters Score -72428.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -72429.734375 Penalty: 3091.294189 Iteration 19Q: 3 clusters Score -72429.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -72435.085938 Penalty: 3091.294189 Iteration 20F: 3 clusters Score -72435.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -72437.507812 Penalty: 3091.294189 Iteration 21Q: 3 clusters Score -72437.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -72437.507812 Penalty: 3091.294189 Iteration 22F: 3 clusters Score -72437.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Entering Unmasked Estep Score: -20925.148438 Penalty: 1258.643066 Iteration 0F: 2 clusters Score -20925.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -19963.386719 Penalty: 2517.286133 Iteration 0F: 3 clusters Score -19963.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -20017.871094 Penalty: 2517.286133 Iteration 1Q: 3 clusters Score -20017.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -20037.863281 Penalty: 2517.286133 Iteration 2Q: 3 clusters Score -20037.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -20043.634766 Penalty: 2517.286133 Iteration 3Q: 3 clusters Score -20043.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -20051.740234 Penalty: 2517.286133 Iteration 4Q: 3 clusters Score -20051.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -20051.740234 Penalty: 2517.286133 Iteration 5F: 3 clusters Score -20051.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2086 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Entering Unmasked Estep Score: -312994.906250 Penalty: 1895.464844 Iteration 0F: 2 clusters Score -312994.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -310325.187500 Penalty: 3790.929688 Iteration 0F: 3 clusters Score -310325.2 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -310937.218750 Penalty: 3790.929688 Iteration 1F: 3 clusters Score -310937.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -311232.406250 Penalty: 3790.929688 Iteration 2F: 3 clusters Score -311232.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -311475.968750 Penalty: 3790.929688 Iteration 3F: 3 clusters Score -311476 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -311637.562500 Penalty: 3790.929688 Iteration 4F: 3 clusters Score -311637.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -311744.750000 Penalty: 3790.929688 Iteration 5Q: 3 clusters Score -311744.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -311863.218750 Penalty: 3790.929688 Iteration 6Q: 3 clusters Score -311863.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -311992.625000 Penalty: 3790.929688 Iteration 7Q: 3 clusters Score -311992.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -312137.906250 Penalty: 3790.929688 Iteration 8Q: 3 clusters Score -312137.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -312283.000000 Penalty: 3790.929688 Iteration 9Q: 3 clusters Score -312283 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -312446.406250 Penalty: 3790.929688 Iteration 10Q: 3 clusters Score -312446.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -312578.437500 Penalty: 3790.929688 Iteration 11Q: 3 clusters Score -312578.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -312655.500000 Penalty: 3790.929688 Iteration 12Q: 3 clusters Score -312655.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -312712.437500 Penalty: 3790.929688 Iteration 13Q: 3 clusters Score -312712.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -312742.937500 Penalty: 3790.929688 Iteration 14Q: 3 clusters Score -312742.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -312761.750000 Penalty: 3790.929688 Iteration 15Q: 3 clusters Score -312761.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -312777.250000 Penalty: 3790.929688 Iteration 16Q: 3 clusters Score -312777.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -312783.312500 Penalty: 3790.929688 Iteration 17Q: 3 clusters Score -312783.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -312787.718750 Penalty: 3790.929688 Iteration 18Q: 3 clusters Score -312787.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -312797.843750 Penalty: 3790.929688 Iteration 19Q: 3 clusters Score -312797.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -312807.656250 Penalty: 3790.929688 Iteration 20F: 3 clusters Score -312807.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -312815.687500 Penalty: 3790.929688 Iteration 21Q: 3 clusters Score -312815.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -312823.500000 Penalty: 3790.929688 Iteration 22Q: 3 clusters Score -312823.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -312830.375000 Penalty: 3790.929688 Iteration 23Q: 3 clusters Score -312830.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -312830.281250 Penalty: 3790.929688 Iteration 24Q: 3 clusters Score -312830.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -312831.625000 Penalty: 3790.929688 Iteration 25Q: 3 clusters Score -312831.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -312831.625000 Penalty: 3790.929688 Iteration 26F: 3 clusters Score -312831.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Entering Unmasked Estep Score: -951621.125000 Penalty: 2158.922119 Iteration 0F: 2 clusters Score -951621.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -946467.812500 Penalty: 4317.844238 Iteration 0F: 3 clusters Score -946467.8 nChanged 2347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -947777.187500 Penalty: 4317.844238 Iteration 1F: 3 clusters Score -947777.2 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -948056.812500 Penalty: 4317.844238 Iteration 2F: 3 clusters Score -948056.8 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -948260.500000 Penalty: 4317.844238 Iteration 3F: 3 clusters Score -948260.5 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -948416.375000 Penalty: 4317.844238 Iteration 4Q: 3 clusters Score -948416.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -948560.187500 Penalty: 4317.844238 Iteration 5Q: 3 clusters Score -948560.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -948704.312500 Penalty: 4317.844238 Iteration 6Q: 3 clusters Score -948704.3 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -948873.812500 Penalty: 4317.844238 Iteration 7Q: 3 clusters Score -948873.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -949015.187500 Penalty: 4317.844238 Iteration 8Q: 3 clusters Score -949015.2 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -949132.375000 Penalty: 4317.844238 Iteration 9Q: 3 clusters Score -949132.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -949233.562500 Penalty: 4317.844238 Iteration 10Q: 3 clusters Score -949233.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -949349.125000 Penalty: 4317.844238 Iteration 11Q: 3 clusters Score -949349.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -949461.375000 Penalty: 4317.844238 Iteration 12Q: 3 clusters Score -949461.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -949554.875000 Penalty: 4317.844238 Iteration 13Q: 3 clusters Score -949554.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -949640.562500 Penalty: 4317.844238 Iteration 14Q: 3 clusters Score -949640.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -949718.937500 Penalty: 4317.844238 Iteration 15Q: 3 clusters Score -949718.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -949783.625000 Penalty: 4317.844238 Iteration 16Q: 3 clusters Score -949783.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -949825.375000 Penalty: 4317.844238 Iteration 17Q: 3 clusters Score -949825.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -949856.562500 Penalty: 4317.844238 Iteration 18Q: 3 clusters Score -949856.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -949881.187500 Penalty: 4317.844238 Iteration 19Q: 3 clusters Score -949881.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -949899.875000 Penalty: 4317.844238 Iteration 20F: 3 clusters Score -949899.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -949909.625000 Penalty: 4317.844238 Iteration 21Q: 3 clusters Score -949909.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -949919.000000 Penalty: 4317.844238 Iteration 22Q: 3 clusters Score -949919 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -949924.375000 Penalty: 4317.844238 Iteration 23Q: 3 clusters Score -949924.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -949927.312500 Penalty: 4317.844238 Iteration 24Q: 3 clusters Score -949927.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -949931.562500 Penalty: 4317.844238 Iteration 25Q: 3 clusters Score -949931.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -949935.437500 Penalty: 4317.844238 Iteration 26Q: 3 clusters Score -949935.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -949937.312500 Penalty: 4317.844238 Iteration 27Q: 3 clusters Score -949937.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -949938.687500 Penalty: 4317.844238 Iteration 28Q: 3 clusters Score -949938.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -949937.625000 Penalty: 4317.844238 Iteration 29Q: 3 clusters Score -949937.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -949939.562500 Penalty: 4317.844238 Iteration 30Q: 3 clusters Score -949939.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -949941.187500 Penalty: 4317.844238 Iteration 31Q: 3 clusters Score -949941.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -949944.437500 Penalty: 4317.844238 Iteration 32Q: 3 clusters Score -949944.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -949944.000000 Penalty: 4317.844238 Iteration 33Q: 3 clusters Score -949944 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -949944.062500 Penalty: 4317.844238 Iteration 34Q: 3 clusters Score -949944.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -949947.125000 Penalty: 4317.844238 Iteration 35Q: 3 clusters Score -949947.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -949947.125000 Penalty: 4317.844238 Iteration 36F: 3 clusters Score -949947.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Entering Unmasked Estep Score: -49518.414062 Penalty: 1477.689331 Iteration 0F: 2 clusters Score -49518.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -48194.382812 Penalty: 2955.378662 Iteration 0F: 3 clusters Score -48194.38 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -48424.210938 Penalty: 2955.378662 Iteration 1F: 3 clusters Score -48424.21 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -48531.750000 Penalty: 2955.378662 Iteration 2F: 3 clusters Score -48531.75 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -48637.105469 Penalty: 2955.378662 Iteration 3Q: 3 clusters Score -48637.11 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -48777.992188 Penalty: 2955.378662 Iteration 4Q: 3 clusters Score -48777.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -48800.125000 Penalty: 2955.378662 Iteration 5Q: 3 clusters Score -48800.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -48828.335938 Penalty: 2955.378662 Iteration 6Q: 3 clusters Score -48828.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -48843.019531 Penalty: 2955.378662 Iteration 7Q: 3 clusters Score -48843.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -48857.621094 Penalty: 2955.378662 Iteration 8Q: 3 clusters Score -48857.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -48860.292969 Penalty: 2955.378662 Iteration 9Q: 3 clusters Score -48860.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -48860.292969 Penalty: 2955.378662 Iteration 10F: 3 clusters Score -48860.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Entering Unmasked Estep Score: -188069.078125 Penalty: 1751.635986 Iteration 0F: 2 clusters Score -188069.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -186030.437500 Penalty: 3503.271973 Iteration 0F: 3 clusters Score -186030.4 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -186327.500000 Penalty: 3503.271973 Iteration 1F: 3 clusters Score -186327.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -186423.937500 Penalty: 3503.271973 Iteration 2F: 3 clusters Score -186423.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -186473.781250 Penalty: 3503.271973 Iteration 3Q: 3 clusters Score -186473.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -186493.250000 Penalty: 3503.271973 Iteration 4Q: 3 clusters Score -186493.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -186508.187500 Penalty: 3503.271973 Iteration 5Q: 3 clusters Score -186508.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -186518.609375 Penalty: 3503.271973 Iteration 6Q: 3 clusters Score -186518.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -186526.218750 Penalty: 3503.271973 Iteration 7Q: 3 clusters Score -186526.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -186530.875000 Penalty: 3503.271973 Iteration 8Q: 3 clusters Score -186530.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -186535.156250 Penalty: 3503.271973 Iteration 9Q: 3 clusters Score -186535.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -186536.828125 Penalty: 3503.271973 Iteration 10Q: 3 clusters Score -186536.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -186536.828125 Penalty: 3503.271973 Iteration 11F: 3 clusters Score -186536.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (41516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41516 members Entering Unmasked Estep Score: -6922822.500000 Penalty: 2637.190918 Iteration 0F: 2 clusters Score -6922822 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20837 members Mstep: Class 2 contains 20679 members Entering Unmasked Estep Score: -6897099.000000 Penalty: 5274.381836 Iteration 0F: 3 clusters Score -6897099 nChanged 18929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20890 members Mstep: Class 2 contains 20626 members Entering Unmasked Estep Score: -6907464.000000 Penalty: 5274.381836 Iteration 1F: 3 clusters Score -6907464 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20945 members Mstep: Class 2 contains 20571 members Entering Unmasked Estep Score: -6907975.000000 Penalty: 5274.381836 Iteration 2Q: 3 clusters Score -6907975 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21074 members Mstep: Class 2 contains 20442 members Entering Unmasked Estep Score: -6908458.500000 Penalty: 5274.381836 Iteration 3Q: 3 clusters Score -6908458 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21297 members Mstep: Class 2 contains 20219 members Entering Unmasked Estep Score: -6908974.000000 Penalty: 5274.381836 Iteration 4Q: 3 clusters Score -6908974 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21593 members Mstep: Class 2 contains 19923 members Entering Unmasked Estep Score: -6909567.500000 Penalty: 5274.381836 Iteration 5Q: 3 clusters Score -6909568 nChanged 1670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22079 members Mstep: Class 2 contains 19437 members Entering Unmasked Estep Score: -6910232.000000 Penalty: 5274.381836 Iteration 6Q: 3 clusters Score -6910232 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22791 members Mstep: Class 2 contains 18725 members Entering Unmasked Estep Score: -6911137.500000 Penalty: 5274.381836 Iteration 7Q: 3 clusters Score -6911138 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23879 members Mstep: Class 2 contains 17637 members Entering Unmasked Estep Score: -6912416.000000 Penalty: 5274.381836 Iteration 8F: 3 clusters Score -6912416 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25237 members Mstep: Class 2 contains 16279 members Entering Unmasked Estep Score: -6914094.500000 Penalty: 5274.381836 Iteration 9F: 3 clusters Score -6914094 nChanged 2558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26609 members Mstep: Class 2 contains 14907 members Entering Unmasked Estep Score: -6916016.000000 Penalty: 5274.381836 Iteration 10F: 3 clusters Score -6916016 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27725 members Mstep: Class 2 contains 13791 members Entering Unmasked Estep Score: -6917507.000000 Penalty: 5274.381836 Iteration 11F: 3 clusters Score -6917507 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28584 members Mstep: Class 2 contains 12932 members Entering Unmasked Estep Score: -6918494.000000 Penalty: 5274.381836 Iteration 12Q: 3 clusters Score -6918494 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29253 members Mstep: Class 2 contains 12263 members Entering Unmasked Estep Score: -6918979.000000 Penalty: 5274.381836 Iteration 13Q: 3 clusters Score -6918979 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29799 members Mstep: Class 2 contains 11717 members Entering Unmasked Estep Score: -6919234.500000 Penalty: 5274.381836 Iteration 14Q: 3 clusters Score -6919234 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30252 members Mstep: Class 2 contains 11264 members Entering Unmasked Estep Score: -6919392.000000 Penalty: 5274.381836 Iteration 15Q: 3 clusters Score -6919392 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30631 members Mstep: Class 2 contains 10885 members Entering Unmasked Estep Score: -6919522.500000 Penalty: 5274.381836 Iteration 16Q: 3 clusters Score -6919522 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30957 members Mstep: Class 2 contains 10559 members Entering Unmasked Estep Score: -6919613.000000 Penalty: 5274.381836 Iteration 17Q: 3 clusters Score -6919613 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31232 members Mstep: Class 2 contains 10284 members Entering Unmasked Estep Score: -6919695.000000 Penalty: 5274.381836 Iteration 18Q: 3 clusters Score -6919695 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31491 members Mstep: Class 2 contains 10025 members Entering Unmasked Estep Score: -6919730.000000 Penalty: 5274.381836 Iteration 19Q: 3 clusters Score -6919730 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31725 members Mstep: Class 2 contains 9791 members Entering Unmasked Estep Score: -6919766.000000 Penalty: 5274.381836 Iteration 20F: 3 clusters Score -6919766 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31937 members Mstep: Class 2 contains 9579 members Entering Unmasked Estep Score: -6919789.000000 Penalty: 5274.381836 Iteration 21Q: 3 clusters Score -6919789 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32126 members Mstep: Class 2 contains 9390 members Entering Unmasked Estep Score: -6919826.500000 Penalty: 5274.381836 Iteration 22Q: 3 clusters Score -6919826 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32299 members Mstep: Class 2 contains 9217 members Entering Unmasked Estep Score: -6919838.500000 Penalty: 5274.381836 Iteration 23Q: 3 clusters Score -6919838 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32470 members Mstep: Class 2 contains 9046 members Entering Unmasked Estep Score: -6919866.500000 Penalty: 5274.381836 Iteration 24Q: 3 clusters Score -6919866 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32637 members Mstep: Class 2 contains 8879 members Entering Unmasked Estep Score: -6919870.000000 Penalty: 5274.381836 Iteration 25Q: 3 clusters Score -6919870 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32806 members Mstep: Class 2 contains 8710 members Entering Unmasked Estep Score: -6919891.000000 Penalty: 5274.381836 Iteration 26Q: 3 clusters Score -6919891 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32948 members Mstep: Class 2 contains 8568 members Entering Unmasked Estep Score: -6919887.000000 Penalty: 5274.381836 Iteration 27Q: 3 clusters Score -6919887 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33071 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -6919897.500000 Penalty: 5274.381836 Iteration 28Q: 3 clusters Score -6919898 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33197 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -6919890.000000 Penalty: 5274.381836 Iteration 29Q: 3 clusters Score -6919890 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33314 members Mstep: Class 2 contains 8202 members Entering Unmasked Estep Score: -6919886.500000 Penalty: 5274.381836 Iteration 30Q: 3 clusters Score -6919886 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33428 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -6919911.000000 Penalty: 5274.381836 Iteration 31Q: 3 clusters Score -6919911 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33544 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -6919903.500000 Penalty: 5274.381836 Iteration 32Q: 3 clusters Score -6919904 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33661 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -6919919.500000 Penalty: 5274.381836 Iteration 33Q: 3 clusters Score -6919920 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33777 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -6919935.500000 Penalty: 5274.381836 Iteration 34Q: 3 clusters Score -6919936 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33894 members Mstep: Class 2 contains 7622 members Entering Unmasked Estep Score: -6919946.000000 Penalty: 5274.381836 Iteration 35Q: 3 clusters Score -6919946 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34008 members Mstep: Class 2 contains 7508 members Entering Unmasked Estep Score: -6919949.500000 Penalty: 5274.381836 Iteration 36Q: 3 clusters Score -6919950 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34112 members Mstep: Class 2 contains 7404 members Entering Unmasked Estep Score: -6919956.500000 Penalty: 5274.381836 Iteration 37Q: 3 clusters Score -6919956 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34207 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -6919990.000000 Penalty: 5274.381836 Iteration 38Q: 3 clusters Score -6919990 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34297 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -6919983.000000 Penalty: 5274.381836 Iteration 39Q: 3 clusters Score -6919983 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34395 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -6919982.500000 Penalty: 5274.381836 Iteration 40F: 3 clusters Score -6919982 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34492 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -6919987.000000 Penalty: 5274.381836 Iteration 41Q: 3 clusters Score -6919987 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34615 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -6919997.500000 Penalty: 5274.381836 Iteration 42Q: 3 clusters Score -6919998 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34724 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -6920028.000000 Penalty: 5274.381836 Iteration 43Q: 3 clusters Score -6920028 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34833 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -6920032.500000 Penalty: 5274.381836 Iteration 44Q: 3 clusters Score -6920032 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34926 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -6920019.500000 Penalty: 5274.381836 Iteration 45Q: 3 clusters Score -6920020 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35018 members Mstep: Class 2 contains 6498 members Entering Unmasked Estep Score: -6920036.500000 Penalty: 5274.381836 Iteration 46Q: 3 clusters Score -6920036 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35108 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -6920011.500000 Penalty: 5274.381836 Iteration 47Q: 3 clusters Score -6920012 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35204 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -6920009.500000 Penalty: 5274.381836 Iteration 48Q: 3 clusters Score -6920010 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35323 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -6920020.500000 Penalty: 5274.381836 Iteration 49Q: 3 clusters Score -6920020 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35425 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -6920035.000000 Penalty: 5274.381836 Iteration 50Q: 3 clusters Score -6920035 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35514 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -6919998.000000 Penalty: 5274.381836 Iteration 51Q: 3 clusters Score -6919998 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35591 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -6920011.500000 Penalty: 5274.381836 Iteration 52Q: 3 clusters Score -6920012 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35657 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -6920013.500000 Penalty: 5274.381836 Iteration 53Q: 3 clusters Score -6920014 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35727 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -6920036.500000 Penalty: 5274.381836 Iteration 54Q: 3 clusters Score -6920036 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35784 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -6920043.000000 Penalty: 5274.381836 Iteration 55Q: 3 clusters Score -6920043 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35839 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -6920050.000000 Penalty: 5274.381836 Iteration 56Q: 3 clusters Score -6920050 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35889 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -6920070.500000 Penalty: 5274.381836 Iteration 57Q: 3 clusters Score -6920070 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35934 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -6920095.500000 Penalty: 5274.381836 Iteration 58Q: 3 clusters Score -6920096 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35986 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -6920100.000000 Penalty: 5274.381836 Iteration 59Q: 3 clusters Score -6920100 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36046 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -6920118.000000 Penalty: 5274.381836 Iteration 60F: 3 clusters Score -6920118 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36101 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -6920102.500000 Penalty: 5274.381836 Iteration 61Q: 3 clusters Score -6920102 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36154 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -6920112.500000 Penalty: 5274.381836 Iteration 62Q: 3 clusters Score -6920112 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36198 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -6920112.000000 Penalty: 5274.381836 Iteration 63Q: 3 clusters Score -6920112 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36241 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -6920114.500000 Penalty: 5274.381836 Iteration 64Q: 3 clusters Score -6920114 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36277 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -6920128.000000 Penalty: 5274.381836 Iteration 65Q: 3 clusters Score -6920128 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36314 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -6920114.000000 Penalty: 5274.381836 Iteration 66Q: 3 clusters Score -6920114 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36352 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -6920115.000000 Penalty: 5274.381836 Iteration 67Q: 3 clusters Score -6920115 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36392 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -6920125.000000 Penalty: 5274.381836 Iteration 68Q: 3 clusters Score -6920125 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36431 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -6920129.500000 Penalty: 5274.381836 Iteration 69Q: 3 clusters Score -6920130 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36466 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -6920124.000000 Penalty: 5274.381836 Iteration 70Q: 3 clusters Score -6920124 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36502 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -6920134.500000 Penalty: 5274.381836 Iteration 71Q: 3 clusters Score -6920134 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36537 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -6920133.000000 Penalty: 5274.381836 Iteration 72Q: 3 clusters Score -6920133 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36570 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -6920155.500000 Penalty: 5274.381836 Iteration 73Q: 3 clusters Score -6920156 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36604 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -6920149.500000 Penalty: 5274.381836 Iteration 74Q: 3 clusters Score -6920150 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36643 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -6920155.500000 Penalty: 5274.381836 Iteration 75Q: 3 clusters Score -6920156 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36688 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -6920161.500000 Penalty: 5274.381836 Iteration 76Q: 3 clusters Score -6920162 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36725 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -6920164.000000 Penalty: 5274.381836 Iteration 77Q: 3 clusters Score -6920164 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36753 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -6920164.000000 Penalty: 5274.381836 Iteration 78Q: 3 clusters Score -6920164 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36780 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -6920160.500000 Penalty: 5274.381836 Iteration 79Q: 3 clusters Score -6920160 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36808 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -6920167.500000 Penalty: 5274.381836 Iteration 80F: 3 clusters Score -6920168 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36842 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -6920178.000000 Penalty: 5274.381836 Iteration 81Q: 3 clusters Score -6920178 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36870 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -6920166.000000 Penalty: 5274.381836 Iteration 82Q: 3 clusters Score -6920166 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36903 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -6920175.500000 Penalty: 5274.381836 Iteration 83Q: 3 clusters Score -6920176 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36938 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -6920200.500000 Penalty: 5274.381836 Iteration 84Q: 3 clusters Score -6920200 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36975 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -6920196.500000 Penalty: 5274.381836 Iteration 85Q: 3 clusters Score -6920196 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37012 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -6920191.000000 Penalty: 5274.381836 Iteration 86Q: 3 clusters Score -6920191 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37043 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -6920183.000000 Penalty: 5274.381836 Iteration 87Q: 3 clusters Score -6920183 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37064 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -6920186.000000 Penalty: 5274.381836 Iteration 88Q: 3 clusters Score -6920186 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37093 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -6920199.000000 Penalty: 5274.381836 Iteration 89Q: 3 clusters Score -6920199 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37111 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -6920204.500000 Penalty: 5274.381836 Iteration 90Q: 3 clusters Score -6920204 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37128 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -6920215.000000 Penalty: 5274.381836 Iteration 91Q: 3 clusters Score -6920215 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37142 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -6920218.000000 Penalty: 5274.381836 Iteration 92Q: 3 clusters Score -6920218 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37152 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -6920234.000000 Penalty: 5274.381836 Iteration 93Q: 3 clusters Score -6920234 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37173 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -6920248.000000 Penalty: 5274.381836 Iteration 94Q: 3 clusters Score -6920248 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37191 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -6920242.000000 Penalty: 5274.381836 Iteration 95Q: 3 clusters Score -6920242 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37202 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -6920246.000000 Penalty: 5274.381836 Iteration 96Q: 3 clusters Score -6920246 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37209 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -6920255.500000 Penalty: 5274.381836 Iteration 97Q: 3 clusters Score -6920256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37212 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -6920256.000000 Penalty: 5274.381836 Iteration 98Q: 3 clusters Score -6920256 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37214 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -6920260.500000 Penalty: 5274.381836 Iteration 99Q: 3 clusters Score -6920260 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37214 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -6920260.500000 Penalty: 5274.381836 Iteration 100F: 3 clusters Score -6920260 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3970 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Entering Unmasked Estep Score: -652877.812500 Penalty: 2055.057129 Iteration 0F: 2 clusters Score -652877.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -648958.562500 Penalty: 4110.114258 Iteration 0F: 3 clusters Score -648958.6 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -649840.250000 Penalty: 4110.114258 Iteration 1F: 3 clusters Score -649840.2 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -650037.625000 Penalty: 4110.114258 Iteration 2F: 3 clusters Score -650037.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -650160.062500 Penalty: 4110.114258 Iteration 3F: 3 clusters Score -650160.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -650228.312500 Penalty: 4110.114258 Iteration 4Q: 3 clusters Score -650228.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -650280.875000 Penalty: 4110.114258 Iteration 5Q: 3 clusters Score -650280.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -650323.625000 Penalty: 4110.114258 Iteration 6Q: 3 clusters Score -650323.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -650364.062500 Penalty: 4110.114258 Iteration 7Q: 3 clusters Score -650364.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -650404.750000 Penalty: 4110.114258 Iteration 8Q: 3 clusters Score -650404.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -650436.062500 Penalty: 4110.114258 Iteration 9Q: 3 clusters Score -650436.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -650464.937500 Penalty: 4110.114258 Iteration 10Q: 3 clusters Score -650464.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -650492.875000 Penalty: 4110.114258 Iteration 11Q: 3 clusters Score -650492.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -650517.375000 Penalty: 4110.114258 Iteration 12Q: 3 clusters Score -650517.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -650544.812500 Penalty: 4110.114258 Iteration 13Q: 3 clusters Score -650544.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -650567.375000 Penalty: 4110.114258 Iteration 14Q: 3 clusters Score -650567.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -650591.375000 Penalty: 4110.114258 Iteration 15Q: 3 clusters Score -650591.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -650623.687500 Penalty: 4110.114258 Iteration 16Q: 3 clusters Score -650623.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -650648.875000 Penalty: 4110.114258 Iteration 17Q: 3 clusters Score -650648.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -650670.437500 Penalty: 4110.114258 Iteration 18Q: 3 clusters Score -650670.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -650690.125000 Penalty: 4110.114258 Iteration 19Q: 3 clusters Score -650690.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -650713.062500 Penalty: 4110.114258 Iteration 20F: 3 clusters Score -650713.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -650741.000000 Penalty: 4110.114258 Iteration 21Q: 3 clusters Score -650741 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -650768.000000 Penalty: 4110.114258 Iteration 22Q: 3 clusters Score -650768 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -650791.812500 Penalty: 4110.114258 Iteration 23Q: 3 clusters Score -650791.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -650816.187500 Penalty: 4110.114258 Iteration 24Q: 3 clusters Score -650816.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -650841.437500 Penalty: 4110.114258 Iteration 25Q: 3 clusters Score -650841.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -650864.500000 Penalty: 4110.114258 Iteration 26Q: 3 clusters Score -650864.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -650887.375000 Penalty: 4110.114258 Iteration 27Q: 3 clusters Score -650887.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -650902.875000 Penalty: 4110.114258 Iteration 28Q: 3 clusters Score -650902.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -650916.687500 Penalty: 4110.114258 Iteration 29Q: 3 clusters Score -650916.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -650932.687500 Penalty: 4110.114258 Iteration 30Q: 3 clusters Score -650932.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -650949.062500 Penalty: 4110.114258 Iteration 31Q: 3 clusters Score -650949.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -650965.937500 Penalty: 4110.114258 Iteration 32Q: 3 clusters Score -650965.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -650982.500000 Penalty: 4110.114258 Iteration 33Q: 3 clusters Score -650982.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -651006.187500 Penalty: 4110.114258 Iteration 34Q: 3 clusters Score -651006.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -651033.187500 Penalty: 4110.114258 Iteration 35Q: 3 clusters Score -651033.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -651058.750000 Penalty: 4110.114258 Iteration 36Q: 3 clusters Score -651058.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -651086.812500 Penalty: 4110.114258 Iteration 37Q: 3 clusters Score -651086.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -651114.437500 Penalty: 4110.114258 Iteration 38Q: 3 clusters Score -651114.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -651138.750000 Penalty: 4110.114258 Iteration 39Q: 3 clusters Score -651138.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -651162.437500 Penalty: 4110.114258 Iteration 40F: 3 clusters Score -651162.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -651183.625000 Penalty: 4110.114258 Iteration 41Q: 3 clusters Score -651183.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -651203.375000 Penalty: 4110.114258 Iteration 42Q: 3 clusters Score -651203.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -651226.187500 Penalty: 4110.114258 Iteration 43Q: 3 clusters Score -651226.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -651243.312500 Penalty: 4110.114258 Iteration 44Q: 3 clusters Score -651243.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -651259.500000 Penalty: 4110.114258 Iteration 45Q: 3 clusters Score -651259.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -651273.500000 Penalty: 4110.114258 Iteration 46Q: 3 clusters Score -651273.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -651293.000000 Penalty: 4110.114258 Iteration 47Q: 3 clusters Score -651293 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -651311.500000 Penalty: 4110.114258 Iteration 48Q: 3 clusters Score -651311.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -651331.875000 Penalty: 4110.114258 Iteration 49Q: 3 clusters Score -651331.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -651347.562500 Penalty: 4110.114258 Iteration 50Q: 3 clusters Score -651347.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -651357.437500 Penalty: 4110.114258 Iteration 51Q: 3 clusters Score -651357.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -651363.812500 Penalty: 4110.114258 Iteration 52Q: 3 clusters Score -651363.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -651370.312500 Penalty: 4110.114258 Iteration 53Q: 3 clusters Score -651370.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -651376.062500 Penalty: 4110.114258 Iteration 54Q: 3 clusters Score -651376.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -651380.812500 Penalty: 4110.114258 Iteration 55Q: 3 clusters Score -651380.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -651383.250000 Penalty: 4110.114258 Iteration 56Q: 3 clusters Score -651383.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -651387.687500 Penalty: 4110.114258 Iteration 57Q: 3 clusters Score -651387.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -651391.375000 Penalty: 4110.114258 Iteration 58Q: 3 clusters Score -651391.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -651399.437500 Penalty: 4110.114258 Iteration 59Q: 3 clusters Score -651399.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -651404.687500 Penalty: 4110.114258 Iteration 60F: 3 clusters Score -651404.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -651408.375000 Penalty: 4110.114258 Iteration 61Q: 3 clusters Score -651408.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -651409.437500 Penalty: 4110.114258 Iteration 62Q: 3 clusters Score -651409.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -651412.812500 Penalty: 4110.114258 Iteration 63Q: 3 clusters Score -651412.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -651414.250000 Penalty: 4110.114258 Iteration 64Q: 3 clusters Score -651414.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -651415.187500 Penalty: 4110.114258 Iteration 65Q: 3 clusters Score -651415.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -651420.875000 Penalty: 4110.114258 Iteration 66Q: 3 clusters Score -651420.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -651423.000000 Penalty: 4110.114258 Iteration 67Q: 3 clusters Score -651423 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -651427.625000 Penalty: 4110.114258 Iteration 68Q: 3 clusters Score -651427.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -651432.625000 Penalty: 4110.114258 Iteration 69Q: 3 clusters Score -651432.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -651435.000000 Penalty: 4110.114258 Iteration 70Q: 3 clusters Score -651435 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -651437.625000 Penalty: 4110.114258 Iteration 71Q: 3 clusters Score -651437.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -651440.875000 Penalty: 4110.114258 Iteration 72Q: 3 clusters Score -651440.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -651440.687500 Penalty: 4110.114258 Iteration 73Q: 3 clusters Score -651440.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -651441.812500 Penalty: 4110.114258 Iteration 74Q: 3 clusters Score -651441.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -651441.812500 Penalty: 4110.114258 Iteration 75F: 3 clusters Score -651441.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (49291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49291 members Entering Unmasked Estep Score: -8121653.000000 Penalty: 2679.763184 Iteration 0F: 2 clusters Score -8121653 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24559 members Mstep: Class 2 contains 24732 members Entering Unmasked Estep Score: -8090782.500000 Penalty: 5359.526367 Iteration 0F: 3 clusters Score -8090782 nChanged 22840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23637 members Mstep: Class 2 contains 25654 members Entering Unmasked Estep Score: -8103432.000000 Penalty: 5359.526367 Iteration 1F: 3 clusters Score -8103432 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22949 members Mstep: Class 2 contains 26342 members Entering Unmasked Estep Score: -8103947.500000 Penalty: 5359.526367 Iteration 2Q: 3 clusters Score -8103948 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21991 members Mstep: Class 2 contains 27300 members Entering Unmasked Estep Score: -8104506.500000 Penalty: 5359.526367 Iteration 3Q: 3 clusters Score -8104506 nChanged 2052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20655 members Mstep: Class 2 contains 28636 members Entering Unmasked Estep Score: -8105113.000000 Penalty: 5359.526367 Iteration 4Q: 3 clusters Score -8105113 nChanged 2297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18816 members Mstep: Class 2 contains 30475 members Entering Unmasked Estep Score: -8105900.500000 Penalty: 5359.526367 Iteration 5Q: 3 clusters Score -8105900 nChanged 2627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16567 members Mstep: Class 2 contains 32724 members Entering Unmasked Estep Score: -8106998.500000 Penalty: 5359.526367 Iteration 6F: 3 clusters Score -8106998 nChanged 2970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13839 members Mstep: Class 2 contains 35452 members Entering Unmasked Estep Score: -8108434.500000 Penalty: 5359.526367 Iteration 7F: 3 clusters Score -8108434 nChanged 3124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10849 members Mstep: Class 2 contains 38442 members Entering Unmasked Estep Score: -8110277.000000 Penalty: 5359.526367 Iteration 8F: 3 clusters Score -8110277 nChanged 3051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 41421 members Entering Unmasked Estep Score: -8112499.500000 Penalty: 5359.526367 Iteration 9F: 3 clusters Score -8112500 nChanged 2670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 44051 members Entering Unmasked Estep Score: -8114586.500000 Penalty: 5359.526367 Iteration 10F: 3 clusters Score -8114586 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 46134 members Entering Unmasked Estep Score: -8116494.500000 Penalty: 5359.526367 Iteration 11Q: 3 clusters Score -8116494 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 47456 members Entering Unmasked Estep Score: -8117771.000000 Penalty: 5359.526367 Iteration 12Q: 3 clusters Score -8117771 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 48206 members Entering Unmasked Estep Score: -8118536.500000 Penalty: 5359.526367 Iteration 13Q: 3 clusters Score -8118536 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 48596 members Entering Unmasked Estep Score: -8118919.500000 Penalty: 5359.526367 Iteration 14Q: 3 clusters Score -8118920 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 48768 members Entering Unmasked Estep Score: -8119069.000000 Penalty: 5359.526367 Iteration 15Q: 3 clusters Score -8119069 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 48844 members Entering Unmasked Estep Score: -8119141.000000 Penalty: 5359.526367 Iteration 16Q: 3 clusters Score -8119141 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 48885 members Entering Unmasked Estep Score: -8119202.500000 Penalty: 5359.526367 Iteration 17Q: 3 clusters Score -8119202 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 48910 members Entering Unmasked Estep Score: -8119241.000000 Penalty: 5359.526367 Iteration 18Q: 3 clusters Score -8119241 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 48931 members Entering Unmasked Estep Score: -8119267.000000 Penalty: 5359.526367 Iteration 19Q: 3 clusters Score -8119267 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 48944 members Entering Unmasked Estep Score: -8119283.500000 Penalty: 5359.526367 Iteration 20F: 3 clusters Score -8119284 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 48953 members Entering Unmasked Estep Score: -8119297.500000 Penalty: 5359.526367 Iteration 21Q: 3 clusters Score -8119298 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 48958 members Entering Unmasked Estep Score: -8119304.000000 Penalty: 5359.526367 Iteration 22Q: 3 clusters Score -8119304 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 48959 members Entering Unmasked Estep Score: -8119304.000000 Penalty: 5359.526367 Iteration 23Q: 3 clusters Score -8119304 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 48958 members Entering Unmasked Estep Score: -8119305.000000 Penalty: 5359.526367 Iteration 24Q: 3 clusters Score -8119305 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 48960 members Entering Unmasked Estep Score: -8119306.500000 Penalty: 5359.526367 Iteration 25Q: 3 clusters Score -8119306 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 48963 members Entering Unmasked Estep Score: -8119307.000000 Penalty: 5359.526367 Iteration 26Q: 3 clusters Score -8119307 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 48965 members Entering Unmasked Estep Score: -8119311.000000 Penalty: 5359.526367 Iteration 27Q: 3 clusters Score -8119311 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 48966 members Entering Unmasked Estep Score: -8119314.500000 Penalty: 5359.526367 Iteration 28Q: 3 clusters Score -8119314 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 48966 members Entering Unmasked Estep Score: -8119314.500000 Penalty: 5359.526367 Iteration 29F: 3 clusters Score -8119314 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Entering Unmasked Estep Score: -28240.878906 Penalty: 1307.703979 Iteration 0F: 2 clusters Score -28240.88 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 88 members Entering Unmasked Estep Score: -27148.927734 Penalty: 2615.407959 Iteration 0F: 3 clusters Score -27148.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -27196.279297 Penalty: 2615.407959 Iteration 1F: 3 clusters Score -27196.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -27216.353516 Penalty: 2615.407959 Iteration 2Q: 3 clusters Score -27216.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -27225.082031 Penalty: 2615.407959 Iteration 3Q: 3 clusters Score -27225.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -27244.214844 Penalty: 2615.407959 Iteration 4Q: 3 clusters Score -27244.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -27248.181641 Penalty: 2615.407959 Iteration 5Q: 3 clusters Score -27248.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -27248.181641 Penalty: 2615.407959 Iteration 6F: 3 clusters Score -27248.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Entering Unmasked Estep Score: -35332.160156 Penalty: 1405.273804 Iteration 0F: 2 clusters Score -35332.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -34119.980469 Penalty: 2810.547607 Iteration 0F: 3 clusters Score -34119.98 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -34259.253906 Penalty: 2810.547607 Iteration 1F: 3 clusters Score -34259.25 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -34349.007812 Penalty: 2810.547607 Iteration 2Q: 3 clusters Score -34349.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -34373.714844 Penalty: 2810.547607 Iteration 3Q: 3 clusters Score -34373.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -34381.707031 Penalty: 2810.547607 Iteration 4Q: 3 clusters Score -34381.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -34389.128906 Penalty: 2810.547607 Iteration 5Q: 3 clusters Score -34389.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -34396.640625 Penalty: 2810.547607 Iteration 6Q: 3 clusters Score -34396.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -34425.863281 Penalty: 2810.547607 Iteration 7Q: 3 clusters Score -34425.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -34428.566406 Penalty: 2810.547607 Iteration 8Q: 3 clusters Score -34428.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -34430.289062 Penalty: 2810.547607 Iteration 9Q: 3 clusters Score -34430.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -34430.988281 Penalty: 2810.547607 Iteration 10Q: 3 clusters Score -34430.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -34430.988281 Penalty: 2810.547607 Iteration 11F: 3 clusters Score -34430.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -35033.820312 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -35033.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -33830.085938 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -33830.09 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -33939.089844 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -33939.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -33961.738281 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -33961.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -33981.484375 Penalty: 2740.624756 Iteration 3Q: 3 clusters Score -33981.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -33995.707031 Penalty: 2740.624756 Iteration 4Q: 3 clusters Score -33995.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -33995.707031 Penalty: 2740.624756 Iteration 5F: 3 clusters Score -33995.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -53517.562500 Penalty: 1497.983154 Iteration 0F: 2 clusters Score -53517.56 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 200 members Entering Unmasked Estep Score: -52186.519531 Penalty: 2995.966309 Iteration 0F: 3 clusters Score -52186.52 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -52634.664062 Penalty: 2995.966309 Iteration 1F: 3 clusters Score -52634.66 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -52743.835938 Penalty: 2995.966309 Iteration 2F: 3 clusters Score -52743.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -52802.179688 Penalty: 2995.966309 Iteration 3Q: 3 clusters Score -52802.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -52846.128906 Penalty: 2995.966309 Iteration 4Q: 3 clusters Score -52846.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -52892.515625 Penalty: 2995.966309 Iteration 5Q: 3 clusters Score -52892.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -52898.117188 Penalty: 2995.966309 Iteration 6Q: 3 clusters Score -52898.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -52900.113281 Penalty: 2995.966309 Iteration 7Q: 3 clusters Score -52900.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -52904.230469 Penalty: 2995.966309 Iteration 8Q: 3 clusters Score -52904.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -52904.230469 Penalty: 2995.966309 Iteration 9F: 3 clusters Score -52904.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -82168.164062 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -82168.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -80588.054688 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -80588.05 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -80764.875000 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -80764.88 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -80820.828125 Penalty: 3167.892090 Iteration 2Q: 3 clusters Score -80820.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -80829.156250 Penalty: 3167.892090 Iteration 3Q: 3 clusters Score -80829.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -80843.429688 Penalty: 3167.892090 Iteration 4Q: 3 clusters Score -80843.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -80869.156250 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -80869.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -80900.320312 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -80900.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -80937.906250 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -80937.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -80952.687500 Penalty: 3167.892090 Iteration 8Q: 3 clusters Score -80952.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -80967.585938 Penalty: 3167.892090 Iteration 9Q: 3 clusters Score -80967.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -81001.773438 Penalty: 3167.892090 Iteration 10Q: 3 clusters Score -81001.77 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -81029.617188 Penalty: 3167.892090 Iteration 11Q: 3 clusters Score -81029.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -81059.132812 Penalty: 3167.892090 Iteration 12Q: 3 clusters Score -81059.13 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -81138.734375 Penalty: 3167.892090 Iteration 13Q: 3 clusters Score -81138.73 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -81193.257812 Penalty: 3167.892090 Iteration 14Q: 3 clusters Score -81193.26 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -81249.437500 Penalty: 3167.892090 Iteration 15Q: 3 clusters Score -81249.44 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -81327.835938 Penalty: 3167.892090 Iteration 16Q: 3 clusters Score -81327.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -81428.343750 Penalty: 3167.892090 Iteration 17Q: 3 clusters Score -81428.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -81475.054688 Penalty: 3167.892090 Iteration 18Q: 3 clusters Score -81475.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -81541.695312 Penalty: 3167.892090 Iteration 19Q: 3 clusters Score -81541.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -81690.125000 Penalty: 3167.892090 Iteration 20F: 3 clusters Score -81690.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -81731.625000 Penalty: 3167.892090 Iteration 21Q: 3 clusters Score -81731.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -81746.914062 Penalty: 3167.892090 Iteration 22Q: 3 clusters Score -81746.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -81748.023438 Penalty: 3167.892090 Iteration 23Q: 3 clusters Score -81748.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -81749.640625 Penalty: 3167.892090 Iteration 24Q: 3 clusters Score -81749.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -81751.757812 Penalty: 3167.892090 Iteration 25Q: 3 clusters Score -81751.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -81755.851562 Penalty: 3167.892090 Iteration 26Q: 3 clusters Score -81755.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -81758.828125 Penalty: 3167.892090 Iteration 27Q: 3 clusters Score -81758.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -81758.828125 Penalty: 3167.892090 Iteration 28F: 3 clusters Score -81758.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9345 members Entering Unmasked Estep Score: -1480667.875000 Penalty: 2267.364014 Iteration 0F: 2 clusters Score -1480668 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -1473438.750000 Penalty: 4534.728027 Iteration 0F: 3 clusters Score -1473439 nChanged 3844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -1475482.500000 Penalty: 4534.728027 Iteration 1F: 3 clusters Score -1475482 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -1475810.375000 Penalty: 4534.728027 Iteration 2F: 3 clusters Score -1475810 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -1476089.500000 Penalty: 4534.728027 Iteration 3F: 3 clusters Score -1476090 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -1476330.125000 Penalty: 4534.728027 Iteration 4Q: 3 clusters Score -1476330 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -1476543.125000 Penalty: 4534.728027 Iteration 5Q: 3 clusters Score -1476543 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1476743.250000 Penalty: 4534.728027 Iteration 6Q: 3 clusters Score -1476743 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -1476971.500000 Penalty: 4534.728027 Iteration 7Q: 3 clusters Score -1476972 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -1477204.500000 Penalty: 4534.728027 Iteration 8Q: 3 clusters Score -1477204 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -1477429.000000 Penalty: 4534.728027 Iteration 9Q: 3 clusters Score -1477429 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -1477675.875000 Penalty: 4534.728027 Iteration 10Q: 3 clusters Score -1477676 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -1477915.250000 Penalty: 4534.728027 Iteration 11Q: 3 clusters Score -1477915 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -1478161.250000 Penalty: 4534.728027 Iteration 12Q: 3 clusters Score -1478161 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -1478341.875000 Penalty: 4534.728027 Iteration 13Q: 3 clusters Score -1478342 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -1478480.500000 Penalty: 4534.728027 Iteration 14Q: 3 clusters Score -1478480 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -1478585.500000 Penalty: 4534.728027 Iteration 15Q: 3 clusters Score -1478586 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -1478674.250000 Penalty: 4534.728027 Iteration 16Q: 3 clusters Score -1478674 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -1478745.750000 Penalty: 4534.728027 Iteration 17Q: 3 clusters Score -1478746 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -1478819.375000 Penalty: 4534.728027 Iteration 18Q: 3 clusters Score -1478819 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1478876.625000 Penalty: 4534.728027 Iteration 19Q: 3 clusters Score -1478877 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -1478929.625000 Penalty: 4534.728027 Iteration 20F: 3 clusters Score -1478930 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -1478980.625000 Penalty: 4534.728027 Iteration 21Q: 3 clusters Score -1478981 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1479021.875000 Penalty: 4534.728027 Iteration 22Q: 3 clusters Score -1479022 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7878 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -1479074.375000 Penalty: 4534.728027 Iteration 23Q: 3 clusters Score -1479074 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -1479110.750000 Penalty: 4534.728027 Iteration 24Q: 3 clusters Score -1479111 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1479140.125000 Penalty: 4534.728027 Iteration 25Q: 3 clusters Score -1479140 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8103 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1479164.875000 Penalty: 4534.728027 Iteration 26Q: 3 clusters Score -1479165 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -1479187.875000 Penalty: 4534.728027 Iteration 27Q: 3 clusters Score -1479188 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -1479209.750000 Penalty: 4534.728027 Iteration 28Q: 3 clusters Score -1479210 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8246 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1479222.375000 Penalty: 4534.728027 Iteration 29Q: 3 clusters Score -1479222 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -1479235.250000 Penalty: 4534.728027 Iteration 30Q: 3 clusters Score -1479235 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8301 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -1479250.375000 Penalty: 4534.728027 Iteration 31Q: 3 clusters Score -1479250 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -1479255.875000 Penalty: 4534.728027 Iteration 32Q: 3 clusters Score -1479256 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1479264.500000 Penalty: 4534.728027 Iteration 33Q: 3 clusters Score -1479264 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8344 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -1479263.875000 Penalty: 4534.728027 Iteration 34Q: 3 clusters Score -1479264 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8355 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -1479267.125000 Penalty: 4534.728027 Iteration 35Q: 3 clusters Score -1479267 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8365 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1479273.625000 Penalty: 4534.728027 Iteration 36Q: 3 clusters Score -1479274 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8371 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -1479272.375000 Penalty: 4534.728027 Iteration 37Q: 3 clusters Score -1479272 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1479278.875000 Penalty: 4534.728027 Iteration 38Q: 3 clusters Score -1479279 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -1479281.250000 Penalty: 4534.728027 Iteration 39Q: 3 clusters Score -1479281 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -1479279.125000 Penalty: 4534.728027 Iteration 40F: 3 clusters Score -1479279 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -1479279.500000 Penalty: 4534.728027 Iteration 41Q: 3 clusters Score -1479280 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8391 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -1479282.125000 Penalty: 4534.728027 Iteration 42Q: 3 clusters Score -1479282 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8391 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -1479282.000000 Penalty: 4534.728027 Iteration 43Q: 3 clusters Score -1479282 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -1479283.375000 Penalty: 4534.728027 Iteration 44Q: 3 clusters Score -1479283 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -1479284.000000 Penalty: 4534.728027 Iteration 45Q: 3 clusters Score -1479284 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1479284.000000 Penalty: 4534.728027 Iteration 46Q: 3 clusters Score -1479284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -1479284.875000 Penalty: 4534.728027 Iteration 47Q: 3 clusters Score -1479285 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1479284.125000 Penalty: 4534.728027 Iteration 48Q: 3 clusters Score -1479284 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1479286.250000 Penalty: 4534.728027 Iteration 49Q: 3 clusters Score -1479286 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1479286.250000 Penalty: 4534.728027 Iteration 50F: 3 clusters Score -1479286 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23864 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23864 members Entering Unmasked Estep Score: -3882731.500000 Penalty: 2499.871338 Iteration 0F: 2 clusters Score -3882732 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 11920 members Entering Unmasked Estep Score: -3866188.000000 Penalty: 4999.742676 Iteration 0F: 3 clusters Score -3866188 nChanged 10550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12362 members Mstep: Class 2 contains 11502 members Entering Unmasked Estep Score: -3871987.500000 Penalty: 4999.742676 Iteration 1F: 3 clusters Score -3871988 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12701 members Mstep: Class 2 contains 11163 members Entering Unmasked Estep Score: -3872543.250000 Penalty: 4999.742676 Iteration 2F: 3 clusters Score -3872543 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13169 members Mstep: Class 2 contains 10695 members Entering Unmasked Estep Score: -3873101.000000 Penalty: 4999.742676 Iteration 3F: 3 clusters Score -3873101 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13849 members Mstep: Class 2 contains 10015 members Entering Unmasked Estep Score: -3873770.500000 Penalty: 4999.742676 Iteration 4F: 3 clusters Score -3873770 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14759 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -3874566.000000 Penalty: 4999.742676 Iteration 5F: 3 clusters Score -3874566 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15904 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -3875667.000000 Penalty: 4999.742676 Iteration 6F: 3 clusters Score -3875667 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17215 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -3876958.250000 Penalty: 4999.742676 Iteration 7F: 3 clusters Score -3876958 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18490 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -3878187.000000 Penalty: 4999.742676 Iteration 8F: 3 clusters Score -3878187 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19641 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -3879322.000000 Penalty: 4999.742676 Iteration 9F: 3 clusters Score -3879322 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20562 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -3880134.750000 Penalty: 4999.742676 Iteration 10Q: 3 clusters Score -3880135 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21199 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -3880754.500000 Penalty: 4999.742676 Iteration 11Q: 3 clusters Score -3880754 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21611 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -3881138.750000 Penalty: 4999.742676 Iteration 12Q: 3 clusters Score -3881139 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21844 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -3881307.000000 Penalty: 4999.742676 Iteration 13Q: 3 clusters Score -3881307 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22002 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -3881448.000000 Penalty: 4999.742676 Iteration 14Q: 3 clusters Score -3881448 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22119 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -3881524.500000 Penalty: 4999.742676 Iteration 15Q: 3 clusters Score -3881524 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22196 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -3881554.500000 Penalty: 4999.742676 Iteration 16Q: 3 clusters Score -3881554 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22244 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -3881585.250000 Penalty: 4999.742676 Iteration 17Q: 3 clusters Score -3881585 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22291 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -3881608.500000 Penalty: 4999.742676 Iteration 18Q: 3 clusters Score -3881608 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22330 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -3881616.000000 Penalty: 4999.742676 Iteration 19Q: 3 clusters Score -3881616 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22359 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -3881628.250000 Penalty: 4999.742676 Iteration 20F: 3 clusters Score -3881628 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22373 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -3881640.000000 Penalty: 4999.742676 Iteration 21Q: 3 clusters Score -3881640 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22381 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -3881642.750000 Penalty: 4999.742676 Iteration 22Q: 3 clusters Score -3881643 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22383 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -3881645.000000 Penalty: 4999.742676 Iteration 23Q: 3 clusters Score -3881645 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22387 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -3881649.000000 Penalty: 4999.742676 Iteration 24Q: 3 clusters Score -3881649 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22392 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -3881650.250000 Penalty: 4999.742676 Iteration 25Q: 3 clusters Score -3881650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22394 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -3881649.750000 Penalty: 4999.742676 Iteration 26Q: 3 clusters Score -3881650 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22398 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -3881653.750000 Penalty: 4999.742676 Iteration 27Q: 3 clusters Score -3881654 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22401 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -3881652.750000 Penalty: 4999.742676 Iteration 28Q: 3 clusters Score -3881653 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22402 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -3881653.500000 Penalty: 4999.742676 Iteration 29Q: 3 clusters Score -3881654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22403 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -3881654.250000 Penalty: 4999.742676 Iteration 30Q: 3 clusters Score -3881654 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22405 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -3881656.000000 Penalty: 4999.742676 Iteration 31Q: 3 clusters Score -3881656 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22407 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -3881651.250000 Penalty: 4999.742676 Iteration 32Q: 3 clusters Score -3881651 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22411 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -3881654.500000 Penalty: 4999.742676 Iteration 33Q: 3 clusters Score -3881654 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22415 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -3881654.000000 Penalty: 4999.742676 Iteration 34Q: 3 clusters Score -3881654 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22420 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -3881654.750000 Penalty: 4999.742676 Iteration 35Q: 3 clusters Score -3881655 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22421 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -3881655.250000 Penalty: 4999.742676 Iteration 36Q: 3 clusters Score -3881655 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22423 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -3881658.500000 Penalty: 4999.742676 Iteration 37Q: 3 clusters Score -3881658 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22423 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -3881658.500000 Penalty: 4999.742676 Iteration 38F: 3 clusters Score -3881658 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -77143.625000 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -77143.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -75672.453125 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -75672.45 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -76033.367188 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -76033.37 nChanged 35 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: -76165.953125 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -76165.95 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -76269.656250 Penalty: 3131.519775 Iteration 3Q: 3 clusters Score -76269.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -76311.421875 Penalty: 3131.519775 Iteration 4Q: 3 clusters Score -76311.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -76332.054688 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -76332.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -76351.734375 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -76351.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -76381.382812 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -76381.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -76387.906250 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -76387.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -76391.781250 Penalty: 3131.519775 Iteration 9Q: 3 clusters Score -76391.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -76398.695312 Penalty: 3131.519775 Iteration 10Q: 3 clusters Score -76398.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -76413.406250 Penalty: 3131.519775 Iteration 11Q: 3 clusters Score -76413.41 nChanged 4 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: -76424.210938 Penalty: 3131.519775 Iteration 12Q: 3 clusters Score -76424.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -76441.914062 Penalty: 3131.519775 Iteration 13Q: 3 clusters Score -76441.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -76449.023438 Penalty: 3131.519775 Iteration 14Q: 3 clusters Score -76449.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -76456.156250 Penalty: 3131.519775 Iteration 15Q: 3 clusters Score -76456.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -76468.531250 Penalty: 3131.519775 Iteration 16Q: 3 clusters Score -76468.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -76479.179688 Penalty: 3131.519775 Iteration 17Q: 3 clusters Score -76479.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -76494.632812 Penalty: 3131.519775 Iteration 18Q: 3 clusters Score -76494.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -76505.148438 Penalty: 3131.519775 Iteration 19Q: 3 clusters Score -76505.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -76524.453125 Penalty: 3131.519775 Iteration 20F: 3 clusters Score -76524.45 nChanged 4 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: -76547.781250 Penalty: 3131.519775 Iteration 21Q: 3 clusters Score -76547.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -76568.062500 Penalty: 3131.519775 Iteration 22Q: 3 clusters Score -76568.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -76595.890625 Penalty: 3131.519775 Iteration 23Q: 3 clusters Score -76595.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -76606.414062 Penalty: 3131.519775 Iteration 24Q: 3 clusters Score -76606.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -76610.117188 Penalty: 3131.519775 Iteration 25Q: 3 clusters Score -76610.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -76610.117188 Penalty: 3131.519775 Iteration 26F: 3 clusters Score -76610.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -78637.601562 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -78637.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -77080.195312 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -77080.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -77509.968750 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -77509.97 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -78124.921875 Penalty: 3167.892090 Iteration 2F: 3 clusters Score -78124.92 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -78506.289062 Penalty: 3167.892090 Iteration 3F: 3 clusters Score -78506.29 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -78769.617188 Penalty: 3167.892090 Iteration 4F: 3 clusters Score -78769.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -79064.882812 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -79064.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -79195.500000 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -79195.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -79210.835938 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -79210.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -79214.945312 Penalty: 3167.892090 Iteration 8Q: 3 clusters Score -79214.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -79214.945312 Penalty: 3167.892090 Iteration 9F: 3 clusters Score -79214.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1168 members Mstep: Class 7 contains 41516 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49291 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9345 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 288 members Mstep: Class 19 contains 28504 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40101 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10577 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9725 members Mstep: Class 27 contains 306 members Entering Unmasked Estep Score: -37745384.000000 Penalty: 82835.382812 Splitting cluster 18 changes total score from -37746260.000000 to -37745384.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (28504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28504 members Entering Unmasked Estep Score: -4579304.000000 Penalty: 2543.934326 Iteration 0F: 2 clusters Score -4579304 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14217 members Mstep: Class 2 contains 14287 members Entering Unmasked Estep Score: -4559696.000000 Penalty: 5087.868652 Iteration 0F: 3 clusters Score -4559696 nChanged 12849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13768 members Mstep: Class 2 contains 14736 members Entering Unmasked Estep Score: -4566882.000000 Penalty: 5087.868652 Iteration 1F: 3 clusters Score -4566882 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13484 members Mstep: Class 2 contains 15020 members Entering Unmasked Estep Score: -4567486.500000 Penalty: 5087.868652 Iteration 2F: 3 clusters Score -4567486 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13010 members Mstep: Class 2 contains 15494 members Entering Unmasked Estep Score: -4568157.500000 Penalty: 5087.868652 Iteration 3F: 3 clusters Score -4568158 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12368 members Mstep: Class 2 contains 16136 members Entering Unmasked Estep Score: -4568946.000000 Penalty: 5087.868652 Iteration 4F: 3 clusters Score -4568946 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 16941 members Entering Unmasked Estep Score: -4569767.500000 Penalty: 5087.868652 Iteration 5F: 3 clusters Score -4569768 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10578 members Mstep: Class 2 contains 17926 members Entering Unmasked Estep Score: -4570691.500000 Penalty: 5087.868652 Iteration 6F: 3 clusters Score -4570692 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9473 members Mstep: Class 2 contains 19031 members Entering Unmasked Estep Score: -4571624.500000 Penalty: 5087.868652 Iteration 7F: 3 clusters Score -4571624 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8269 members Mstep: Class 2 contains 20235 members Entering Unmasked Estep Score: -4572561.000000 Penalty: 5087.868652 Iteration 8F: 3 clusters Score -4572561 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 21456 members Entering Unmasked Estep Score: -4573476.500000 Penalty: 5087.868652 Iteration 9F: 3 clusters Score -4573476 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 22652 members Entering Unmasked Estep Score: -4574296.500000 Penalty: 5087.868652 Iteration 10Q: 3 clusters Score -4574296 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 23732 members Entering Unmasked Estep Score: -4575029.500000 Penalty: 5087.868652 Iteration 11Q: 3 clusters Score -4575030 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 24662 members Entering Unmasked Estep Score: -4575625.000000 Penalty: 5087.868652 Iteration 12Q: 3 clusters Score -4575625 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 25430 members Entering Unmasked Estep Score: -4576079.000000 Penalty: 5087.868652 Iteration 13Q: 3 clusters Score -4576079 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 26079 members Entering Unmasked Estep Score: -4576500.500000 Penalty: 5087.868652 Iteration 14Q: 3 clusters Score -4576500 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 26632 members Entering Unmasked Estep Score: -4576823.000000 Penalty: 5087.868652 Iteration 15Q: 3 clusters Score -4576823 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 27031 members Entering Unmasked Estep Score: -4577092.000000 Penalty: 5087.868652 Iteration 16Q: 3 clusters Score -4577092 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 27304 members Entering Unmasked Estep Score: -4577268.000000 Penalty: 5087.868652 Iteration 17Q: 3 clusters Score -4577268 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 27490 members Entering Unmasked Estep Score: -4577372.000000 Penalty: 5087.868652 Iteration 18Q: 3 clusters Score -4577372 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 27596 members Entering Unmasked Estep Score: -4577414.000000 Penalty: 5087.868652 Iteration 19Q: 3 clusters Score -4577414 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 27669 members Entering Unmasked Estep Score: -4577452.000000 Penalty: 5087.868652 Iteration 20F: 3 clusters Score -4577452 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 27718 members Entering Unmasked Estep Score: -4577473.500000 Penalty: 5087.868652 Iteration 21Q: 3 clusters Score -4577474 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 27763 members Entering Unmasked Estep Score: -4577501.000000 Penalty: 5087.868652 Iteration 22Q: 3 clusters Score -4577501 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 27811 members Entering Unmasked Estep Score: -4577532.000000 Penalty: 5087.868652 Iteration 23Q: 3 clusters Score -4577532 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 27844 members Entering Unmasked Estep Score: -4577552.000000 Penalty: 5087.868652 Iteration 24Q: 3 clusters Score -4577552 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 27871 members Entering Unmasked Estep Score: -4577577.000000 Penalty: 5087.868652 Iteration 25Q: 3 clusters Score -4577577 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 27888 members Entering Unmasked Estep Score: -4577595.500000 Penalty: 5087.868652 Iteration 26Q: 3 clusters Score -4577596 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 27901 members Entering Unmasked Estep Score: -4577607.000000 Penalty: 5087.868652 Iteration 27Q: 3 clusters Score -4577607 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 27907 members Entering Unmasked Estep Score: -4577605.500000 Penalty: 5087.868652 Iteration 28Q: 3 clusters Score -4577606 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 27909 members Entering Unmasked Estep Score: -4577612.000000 Penalty: 5087.868652 Iteration 29Q: 3 clusters Score -4577612 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 27912 members Entering Unmasked Estep Score: -4577613.500000 Penalty: 5087.868652 Iteration 30Q: 3 clusters Score -4577614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 27915 members Entering Unmasked Estep Score: -4577619.000000 Penalty: 5087.868652 Iteration 31Q: 3 clusters Score -4577619 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 27917 members Entering Unmasked Estep Score: -4577622.000000 Penalty: 5087.868652 Iteration 32Q: 3 clusters Score -4577622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 27921 members Entering Unmasked Estep Score: -4577622.000000 Penalty: 5087.868652 Iteration 33Q: 3 clusters Score -4577622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 27925 members Entering Unmasked Estep Score: -4577628.500000 Penalty: 5087.868652 Iteration 34Q: 3 clusters Score -4577628 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 27927 members Entering Unmasked Estep Score: -4577634.500000 Penalty: 5087.868652 Iteration 35Q: 3 clusters Score -4577634 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 27931 members Entering Unmasked Estep Score: -4577633.500000 Penalty: 5087.868652 Iteration 36Q: 3 clusters Score -4577634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 27930 members Entering Unmasked Estep Score: -4577634.500000 Penalty: 5087.868652 Iteration 37Q: 3 clusters Score -4577634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 27929 members Entering Unmasked Estep Score: -4577635.000000 Penalty: 5087.868652 Iteration 38Q: 3 clusters Score -4577635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 27929 members Entering Unmasked Estep Score: -4577635.000000 Penalty: 5087.868652 Iteration 39F: 3 clusters Score -4577635 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Entering Unmasked Estep Score: -710120.437500 Penalty: 2077.099121 Iteration 0F: 2 clusters Score -710120.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -706019.625000 Penalty: 4154.198242 Iteration 0F: 3 clusters Score -706019.6 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -707107.937500 Penalty: 4154.198242 Iteration 1F: 3 clusters Score -707107.9 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -707572.125000 Penalty: 4154.198242 Iteration 2F: 3 clusters Score -707572.1 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -708049.187500 Penalty: 4154.198242 Iteration 3F: 3 clusters Score -708049.2 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -708519.437500 Penalty: 4154.198242 Iteration 4F: 3 clusters Score -708519.4 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -708799.812500 Penalty: 4154.198242 Iteration 5F: 3 clusters Score -708799.8 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -708963.187500 Penalty: 4154.198242 Iteration 6Q: 3 clusters Score -708963.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -709048.937500 Penalty: 4154.198242 Iteration 7Q: 3 clusters Score -709048.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -709106.750000 Penalty: 4154.198242 Iteration 8Q: 3 clusters Score -709106.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -709133.937500 Penalty: 4154.198242 Iteration 9Q: 3 clusters Score -709133.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -709156.687500 Penalty: 4154.198242 Iteration 10Q: 3 clusters Score -709156.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -709179.062500 Penalty: 4154.198242 Iteration 11Q: 3 clusters Score -709179.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -709201.062500 Penalty: 4154.198242 Iteration 12Q: 3 clusters Score -709201.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -709224.312500 Penalty: 4154.198242 Iteration 13Q: 3 clusters Score -709224.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -709240.750000 Penalty: 4154.198242 Iteration 14Q: 3 clusters Score -709240.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -709254.187500 Penalty: 4154.198242 Iteration 15Q: 3 clusters Score -709254.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -709259.562500 Penalty: 4154.198242 Iteration 16Q: 3 clusters Score -709259.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -709259.937500 Penalty: 4154.198242 Iteration 17Q: 3 clusters Score -709259.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -709260.687500 Penalty: 4154.198242 Iteration 18Q: 3 clusters Score -709260.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -709260.687500 Penalty: 4154.198242 Iteration 19F: 3 clusters Score -709260.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (40101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40101 members Entering Unmasked Estep Score: -6519488.000000 Penalty: 2628.590820 Iteration 0F: 2 clusters Score -6519488 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19980 members Mstep: Class 2 contains 20121 members Entering Unmasked Estep Score: -6492458.500000 Penalty: 5257.181641 Iteration 0F: 3 clusters Score -6492458 nChanged 18286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19344 members Mstep: Class 2 contains 20757 members Entering Unmasked Estep Score: -6502919.000000 Penalty: 5257.181641 Iteration 1F: 3 clusters Score -6502919 nChanged 1975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18853 members Mstep: Class 2 contains 21248 members Entering Unmasked Estep Score: -6503710.000000 Penalty: 5257.181641 Iteration 2Q: 3 clusters Score -6503710 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18207 members Mstep: Class 2 contains 21894 members Entering Unmasked Estep Score: -6504756.000000 Penalty: 5257.181641 Iteration 3F: 3 clusters Score -6504756 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17307 members Mstep: Class 2 contains 22794 members Entering Unmasked Estep Score: -6505948.000000 Penalty: 5257.181641 Iteration 4F: 3 clusters Score -6505948 nChanged 2348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16255 members Mstep: Class 2 contains 23846 members Entering Unmasked Estep Score: -6507341.000000 Penalty: 5257.181641 Iteration 5F: 3 clusters Score -6507341 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14994 members Mstep: Class 2 contains 25107 members Entering Unmasked Estep Score: -6508752.000000 Penalty: 5257.181641 Iteration 6F: 3 clusters Score -6508752 nChanged 2376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13702 members Mstep: Class 2 contains 26399 members Entering Unmasked Estep Score: -6510175.000000 Penalty: 5257.181641 Iteration 7F: 3 clusters Score -6510175 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12440 members Mstep: Class 2 contains 27661 members Entering Unmasked Estep Score: -6511428.500000 Penalty: 5257.181641 Iteration 8F: 3 clusters Score -6511428 nChanged 1784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 28811 members Entering Unmasked Estep Score: -6512393.000000 Penalty: 5257.181641 Iteration 9Q: 3 clusters Score -6512393 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10273 members Mstep: Class 2 contains 29828 members Entering Unmasked Estep Score: -6513100.000000 Penalty: 5257.181641 Iteration 10Q: 3 clusters Score -6513100 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9361 members Mstep: Class 2 contains 30740 members Entering Unmasked Estep Score: -6513726.500000 Penalty: 5257.181641 Iteration 11Q: 3 clusters Score -6513726 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 31517 members Entering Unmasked Estep Score: -6514159.000000 Penalty: 5257.181641 Iteration 12Q: 3 clusters Score -6514159 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7879 members Mstep: Class 2 contains 32222 members Entering Unmasked Estep Score: -6514505.500000 Penalty: 5257.181641 Iteration 13Q: 3 clusters Score -6514506 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7266 members Mstep: Class 2 contains 32835 members Entering Unmasked Estep Score: -6514810.000000 Penalty: 5257.181641 Iteration 14Q: 3 clusters Score -6514810 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 33389 members Entering Unmasked Estep Score: -6515071.500000 Penalty: 5257.181641 Iteration 15Q: 3 clusters Score -6515072 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 33909 members Entering Unmasked Estep Score: -6515295.500000 Penalty: 5257.181641 Iteration 16Q: 3 clusters Score -6515296 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 34405 members Entering Unmasked Estep Score: -6515466.000000 Penalty: 5257.181641 Iteration 17Q: 3 clusters Score -6515466 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 34884 members Entering Unmasked Estep Score: -6515666.500000 Penalty: 5257.181641 Iteration 18Q: 3 clusters Score -6515666 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 35337 members Entering Unmasked Estep Score: -6515836.500000 Penalty: 5257.181641 Iteration 19Q: 3 clusters Score -6515836 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 35745 members Entering Unmasked Estep Score: -6515987.000000 Penalty: 5257.181641 Iteration 20F: 3 clusters Score -6515987 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 36114 members Entering Unmasked Estep Score: -6516145.500000 Penalty: 5257.181641 Iteration 21Q: 3 clusters Score -6516146 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 36456 members Entering Unmasked Estep Score: -6516269.000000 Penalty: 5257.181641 Iteration 22Q: 3 clusters Score -6516269 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 36761 members Entering Unmasked Estep Score: -6516383.000000 Penalty: 5257.181641 Iteration 23Q: 3 clusters Score -6516383 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 37058 members Entering Unmasked Estep Score: -6516528.500000 Penalty: 5257.181641 Iteration 24Q: 3 clusters Score -6516528 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 37367 members Entering Unmasked Estep Score: -6516682.500000 Penalty: 5257.181641 Iteration 25Q: 3 clusters Score -6516682 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 37671 members Entering Unmasked Estep Score: -6516842.500000 Penalty: 5257.181641 Iteration 26Q: 3 clusters Score -6516842 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 37969 members Entering Unmasked Estep Score: -6516997.500000 Penalty: 5257.181641 Iteration 27Q: 3 clusters Score -6516998 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 38228 members Entering Unmasked Estep Score: -6517153.500000 Penalty: 5257.181641 Iteration 28Q: 3 clusters Score -6517154 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 38457 members Entering Unmasked Estep Score: -6517273.000000 Penalty: 5257.181641 Iteration 29Q: 3 clusters Score -6517273 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 38668 members Entering Unmasked Estep Score: -6517410.000000 Penalty: 5257.181641 Iteration 30Q: 3 clusters Score -6517410 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 38841 members Entering Unmasked Estep Score: -6517530.000000 Penalty: 5257.181641 Iteration 31Q: 3 clusters Score -6517530 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 39002 members Entering Unmasked Estep Score: -6517620.000000 Penalty: 5257.181641 Iteration 32Q: 3 clusters Score -6517620 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 39122 members Entering Unmasked Estep Score: -6517698.500000 Penalty: 5257.181641 Iteration 33Q: 3 clusters Score -6517698 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 39204 members Entering Unmasked Estep Score: -6517764.000000 Penalty: 5257.181641 Iteration 34Q: 3 clusters Score -6517764 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 39260 members Entering Unmasked Estep Score: -6517810.000000 Penalty: 5257.181641 Iteration 35Q: 3 clusters Score -6517810 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 39298 members Entering Unmasked Estep Score: -6517830.000000 Penalty: 5257.181641 Iteration 36Q: 3 clusters Score -6517830 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 39320 members Entering Unmasked Estep Score: -6517832.500000 Penalty: 5257.181641 Iteration 37Q: 3 clusters Score -6517832 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 39335 members Entering Unmasked Estep Score: -6517842.500000 Penalty: 5257.181641 Iteration 38Q: 3 clusters Score -6517842 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 39357 members Entering Unmasked Estep Score: -6517876.000000 Penalty: 5257.181641 Iteration 39Q: 3 clusters Score -6517876 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 39370 members Entering Unmasked Estep Score: -6517969.000000 Penalty: 5257.181641 Iteration 40F: 3 clusters Score -6517969 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 39363 members Entering Unmasked Estep Score: -6518056.000000 Penalty: 5257.181641 Iteration 41Q: 3 clusters Score -6518056 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 39351 members Entering Unmasked Estep Score: -6518151.000000 Penalty: 5257.181641 Iteration 42Q: 3 clusters Score -6518151 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 39351 members Entering Unmasked Estep Score: -6518228.000000 Penalty: 5257.181641 Iteration 43Q: 3 clusters Score -6518228 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 39355 members Entering Unmasked Estep Score: -6518276.000000 Penalty: 5257.181641 Iteration 44Q: 3 clusters Score -6518276 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 39352 members Entering Unmasked Estep Score: -6518312.500000 Penalty: 5257.181641 Iteration 45Q: 3 clusters Score -6518312 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 39357 members Entering Unmasked Estep Score: -6518316.000000 Penalty: 5257.181641 Iteration 46Q: 3 clusters Score -6518316 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 39357 members Entering Unmasked Estep Score: -6518327.000000 Penalty: 5257.181641 Iteration 47Q: 3 clusters Score -6518327 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 39357 members Entering Unmasked Estep Score: -6518329.500000 Penalty: 5257.181641 Iteration 48Q: 3 clusters Score -6518330 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 39362 members Entering Unmasked Estep Score: -6518334.000000 Penalty: 5257.181641 Iteration 49Q: 3 clusters Score -6518334 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 39371 members Entering Unmasked Estep Score: -6518346.000000 Penalty: 5257.181641 Iteration 50Q: 3 clusters Score -6518346 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 39384 members Entering Unmasked Estep Score: -6518358.000000 Penalty: 5257.181641 Iteration 51Q: 3 clusters Score -6518358 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 39393 members Entering Unmasked Estep Score: -6518348.000000 Penalty: 5257.181641 Iteration 52Q: 3 clusters Score -6518348 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 39400 members Entering Unmasked Estep Score: -6518354.000000 Penalty: 5257.181641 Iteration 53Q: 3 clusters Score -6518354 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 39401 members Entering Unmasked Estep Score: -6518361.000000 Penalty: 5257.181641 Iteration 54Q: 3 clusters Score -6518361 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 39403 members Entering Unmasked Estep Score: -6518371.500000 Penalty: 5257.181641 Iteration 55Q: 3 clusters Score -6518372 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 39404 members Entering Unmasked Estep Score: -6518369.500000 Penalty: 5257.181641 Iteration 56Q: 3 clusters Score -6518370 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 39405 members Entering Unmasked Estep Score: -6518374.500000 Penalty: 5257.181641 Iteration 57Q: 3 clusters Score -6518374 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 39402 members Entering Unmasked Estep Score: -6518376.000000 Penalty: 5257.181641 Iteration 58Q: 3 clusters Score -6518376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 39399 members Entering Unmasked Estep Score: -6518379.500000 Penalty: 5257.181641 Iteration 59Q: 3 clusters Score -6518380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 39398 members Entering Unmasked Estep Score: -6518397.500000 Penalty: 5257.181641 Iteration 60F: 3 clusters Score -6518398 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 39391 members Entering Unmasked Estep Score: -6518407.500000 Penalty: 5257.181641 Iteration 61Q: 3 clusters Score -6518408 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 39389 members Entering Unmasked Estep Score: -6518403.000000 Penalty: 5257.181641 Iteration 62Q: 3 clusters Score -6518403 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 39386 members Entering Unmasked Estep Score: -6518404.000000 Penalty: 5257.181641 Iteration 63Q: 3 clusters Score -6518404 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 39386 members Entering Unmasked Estep Score: -6518404.500000 Penalty: 5257.181641 Iteration 64Q: 3 clusters Score -6518404 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 39387 members Entering Unmasked Estep Score: -6518402.500000 Penalty: 5257.181641 Iteration 65Q: 3 clusters Score -6518402 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 39389 members Entering Unmasked Estep Score: -6518409.500000 Penalty: 5257.181641 Iteration 66Q: 3 clusters Score -6518410 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 39393 members Entering Unmasked Estep Score: -6518420.500000 Penalty: 5257.181641 Iteration 67Q: 3 clusters Score -6518420 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 39389 members Entering Unmasked Estep Score: -6518425.500000 Penalty: 5257.181641 Iteration 68Q: 3 clusters Score -6518426 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 39388 members Entering Unmasked Estep Score: -6518422.500000 Penalty: 5257.181641 Iteration 69Q: 3 clusters Score -6518422 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 39389 members Entering Unmasked Estep Score: -6518423.000000 Penalty: 5257.181641 Iteration 70Q: 3 clusters Score -6518423 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 39389 members Entering Unmasked Estep Score: -6518436.000000 Penalty: 5257.181641 Iteration 71Q: 3 clusters Score -6518436 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 39389 members Entering Unmasked Estep Score: -6518434.500000 Penalty: 5257.181641 Iteration 72Q: 3 clusters Score -6518434 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 39390 members Entering Unmasked Estep Score: -6518425.500000 Penalty: 5257.181641 Iteration 73Q: 3 clusters Score -6518426 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 39390 members Entering Unmasked Estep Score: -6518441.000000 Penalty: 5257.181641 Iteration 74Q: 3 clusters Score -6518441 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 39391 members Entering Unmasked Estep Score: -6518440.000000 Penalty: 5257.181641 Iteration 75Q: 3 clusters Score -6518440 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 39389 members Entering Unmasked Estep Score: -6518446.000000 Penalty: 5257.181641 Iteration 76Q: 3 clusters Score -6518446 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 39388 members Entering Unmasked Estep Score: -6518447.500000 Penalty: 5257.181641 Iteration 77Q: 3 clusters Score -6518448 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 39387 members Entering Unmasked Estep Score: -6518454.500000 Penalty: 5257.181641 Iteration 78Q: 3 clusters Score -6518454 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 39387 members Entering Unmasked Estep Score: -6518454.500000 Penalty: 5257.181641 Iteration 79F: 3 clusters Score -6518454 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Entering Unmasked Estep Score: -24654.728516 Penalty: 1303.858887 Iteration 0F: 2 clusters Score -24654.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -23652.443359 Penalty: 2607.717773 Iteration 0F: 3 clusters Score -23652.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -23730.867188 Penalty: 2607.717773 Iteration 1F: 3 clusters Score -23730.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -23745.308594 Penalty: 2607.717773 Iteration 2Q: 3 clusters Score -23745.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -23756.183594 Penalty: 2607.717773 Iteration 3Q: 3 clusters Score -23756.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -23772.763672 Penalty: 2607.717773 Iteration 4Q: 3 clusters Score -23772.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -23785.630859 Penalty: 2607.717773 Iteration 5Q: 3 clusters Score -23785.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -23800.082031 Penalty: 2607.717773 Iteration 6Q: 3 clusters Score -23800.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -23825.234375 Penalty: 2607.717773 Iteration 7Q: 3 clusters Score -23825.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23848.650391 Penalty: 2607.717773 Iteration 8Q: 3 clusters Score -23848.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23864.365234 Penalty: 2607.717773 Iteration 9Q: 3 clusters Score -23864.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23864.365234 Penalty: 2607.717773 Iteration 10F: 3 clusters Score -23864.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Entering Unmasked Estep Score: -22130.876953 Penalty: 1345.387573 Iteration 0F: 2 clusters Score -22130.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -21308.052734 Penalty: 2690.775146 Iteration 0F: 3 clusters Score -21308.05 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -21537.070312 Penalty: 2690.775146 Iteration 1F: 3 clusters Score -21537.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -21635.972656 Penalty: 2690.775146 Iteration 2F: 3 clusters Score -21635.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -21715.810547 Penalty: 2690.775146 Iteration 3Q: 3 clusters Score -21715.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -21753.035156 Penalty: 2690.775146 Iteration 4Q: 3 clusters Score -21753.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -21804.679688 Penalty: 2690.775146 Iteration 5Q: 3 clusters Score -21804.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -21836.515625 Penalty: 2690.775146 Iteration 6Q: 3 clusters Score -21836.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -21862.343750 Penalty: 2690.775146 Iteration 7Q: 3 clusters Score -21862.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -21862.343750 Penalty: 2690.775146 Iteration 8F: 3 clusters Score -21862.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (10577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10577 members Entering Unmasked Estep Score: -1685605.125000 Penalty: 2298.076416 Iteration 0F: 2 clusters Score -1685605 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -1677499.875000 Penalty: 4596.152832 Iteration 0F: 3 clusters Score -1677500 nChanged 4399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -1680028.625000 Penalty: 4596.152832 Iteration 1F: 3 clusters Score -1680029 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -1680501.125000 Penalty: 4596.152832 Iteration 2F: 3 clusters Score -1680501 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -1680929.125000 Penalty: 4596.152832 Iteration 3F: 3 clusters Score -1680929 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -1681333.500000 Penalty: 4596.152832 Iteration 4F: 3 clusters Score -1681334 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -1681690.625000 Penalty: 4596.152832 Iteration 5F: 3 clusters Score -1681691 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -1682066.250000 Penalty: 4596.152832 Iteration 6F: 3 clusters Score -1682066 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -1682422.750000 Penalty: 4596.152832 Iteration 7Q: 3 clusters Score -1682423 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -1682753.375000 Penalty: 4596.152832 Iteration 8Q: 3 clusters Score -1682753 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 8891 members Entering Unmasked Estep Score: -1683058.375000 Penalty: 4596.152832 Iteration 9Q: 3 clusters Score -1683058 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 9193 members Entering Unmasked Estep Score: -1683296.250000 Penalty: 4596.152832 Iteration 10Q: 3 clusters Score -1683296 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 9410 members Entering Unmasked Estep Score: -1683447.375000 Penalty: 4596.152832 Iteration 11Q: 3 clusters Score -1683447 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 9569 members Entering Unmasked Estep Score: -1683562.125000 Penalty: 4596.152832 Iteration 12Q: 3 clusters Score -1683562 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 9704 members Entering Unmasked Estep Score: -1683682.750000 Penalty: 4596.152832 Iteration 13Q: 3 clusters Score -1683683 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 9816 members Entering Unmasked Estep Score: -1683764.250000 Penalty: 4596.152832 Iteration 14Q: 3 clusters Score -1683764 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 9889 members Entering Unmasked Estep Score: -1683820.750000 Penalty: 4596.152832 Iteration 15Q: 3 clusters Score -1683821 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -1683853.000000 Penalty: 4596.152832 Iteration 16Q: 3 clusters Score -1683853 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 9986 members Entering Unmasked Estep Score: -1683875.500000 Penalty: 4596.152832 Iteration 17Q: 3 clusters Score -1683876 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 10016 members Entering Unmasked Estep Score: -1683894.375000 Penalty: 4596.152832 Iteration 18Q: 3 clusters Score -1683894 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -1683911.000000 Penalty: 4596.152832 Iteration 19Q: 3 clusters Score -1683911 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 10056 members Entering Unmasked Estep Score: -1683922.125000 Penalty: 4596.152832 Iteration 20F: 3 clusters Score -1683922 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 10072 members Entering Unmasked Estep Score: -1683933.625000 Penalty: 4596.152832 Iteration 21Q: 3 clusters Score -1683934 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 10079 members Entering Unmasked Estep Score: -1683936.000000 Penalty: 4596.152832 Iteration 22Q: 3 clusters Score -1683936 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 10089 members Entering Unmasked Estep Score: -1683941.875000 Penalty: 4596.152832 Iteration 23Q: 3 clusters Score -1683942 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 10095 members Entering Unmasked Estep Score: -1683945.750000 Penalty: 4596.152832 Iteration 24Q: 3 clusters Score -1683946 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 10098 members Entering Unmasked Estep Score: -1683949.125000 Penalty: 4596.152832 Iteration 25Q: 3 clusters Score -1683949 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 10099 members Entering Unmasked Estep Score: -1683952.250000 Penalty: 4596.152832 Iteration 26Q: 3 clusters Score -1683952 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 10101 members Entering Unmasked Estep Score: -1683951.000000 Penalty: 4596.152832 Iteration 27Q: 3 clusters Score -1683951 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 10101 members Entering Unmasked Estep Score: -1683951.000000 Penalty: 4596.152832 Iteration 28F: 3 clusters Score -1683951 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (721 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Entering Unmasked Estep Score: -110567.562500 Penalty: 1631.998413 Iteration 0F: 2 clusters Score -110567.6 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 377 members Entering Unmasked Estep Score: -108872.820312 Penalty: 3263.996826 Iteration 0F: 3 clusters Score -108872.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -109085.625000 Penalty: 3263.996826 Iteration 1F: 3 clusters Score -109085.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -109172.468750 Penalty: 3263.996826 Iteration 2F: 3 clusters Score -109172.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -109234.679688 Penalty: 3263.996826 Iteration 3Q: 3 clusters Score -109234.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -109279.367188 Penalty: 3263.996826 Iteration 4Q: 3 clusters Score -109279.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -109309.140625 Penalty: 3263.996826 Iteration 5Q: 3 clusters Score -109309.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -109323.578125 Penalty: 3263.996826 Iteration 6Q: 3 clusters Score -109323.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -109343.273438 Penalty: 3263.996826 Iteration 7Q: 3 clusters Score -109343.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -109368.539062 Penalty: 3263.996826 Iteration 8Q: 3 clusters Score -109368.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -109379.664062 Penalty: 3263.996826 Iteration 9Q: 3 clusters Score -109379.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -109392.578125 Penalty: 3263.996826 Iteration 10Q: 3 clusters Score -109392.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -109395.101562 Penalty: 3263.996826 Iteration 11Q: 3 clusters Score -109395.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -109397.437500 Penalty: 3263.996826 Iteration 12Q: 3 clusters Score -109397.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -109398.273438 Penalty: 3263.996826 Iteration 13Q: 3 clusters Score -109398.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -109398.273438 Penalty: 3263.996826 Iteration 14F: 3 clusters Score -109398.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (9725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9725 members Entering Unmasked Estep Score: -1613529.625000 Penalty: 2277.248779 Iteration 0F: 2 clusters Score -1613530 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -1606165.500000 Penalty: 4554.497559 Iteration 0F: 3 clusters Score -1606166 nChanged 3930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -1608320.125000 Penalty: 4554.497559 Iteration 1F: 3 clusters Score -1608320 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1608675.625000 Penalty: 4554.497559 Iteration 2F: 3 clusters Score -1608676 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -1608932.500000 Penalty: 4554.497559 Iteration 3F: 3 clusters Score -1608932 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -1609147.375000 Penalty: 4554.497559 Iteration 4Q: 3 clusters Score -1609147 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -1609324.625000 Penalty: 4554.497559 Iteration 5Q: 3 clusters Score -1609325 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -1609489.125000 Penalty: 4554.497559 Iteration 6Q: 3 clusters Score -1609489 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -1609677.750000 Penalty: 4554.497559 Iteration 7Q: 3 clusters Score -1609678 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -1609850.125000 Penalty: 4554.497559 Iteration 8Q: 3 clusters Score -1609850 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -1610012.125000 Penalty: 4554.497559 Iteration 9Q: 3 clusters Score -1610012 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -1610161.750000 Penalty: 4554.497559 Iteration 10Q: 3 clusters Score -1610162 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -1610326.250000 Penalty: 4554.497559 Iteration 11Q: 3 clusters Score -1610326 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -1610499.000000 Penalty: 4554.497559 Iteration 12Q: 3 clusters Score -1610499 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -1610643.500000 Penalty: 4554.497559 Iteration 13Q: 3 clusters Score -1610644 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 7197 members Entering Unmasked Estep Score: -1610779.375000 Penalty: 4554.497559 Iteration 14Q: 3 clusters Score -1610779 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -1610890.625000 Penalty: 4554.497559 Iteration 15Q: 3 clusters Score -1610891 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -1611027.625000 Penalty: 4554.497559 Iteration 16Q: 3 clusters Score -1611028 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1611128.250000 Penalty: 4554.497559 Iteration 17Q: 3 clusters Score -1611128 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 7860 members Entering Unmasked Estep Score: -1611214.875000 Penalty: 4554.497559 Iteration 18Q: 3 clusters Score -1611215 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 7991 members Entering Unmasked Estep Score: -1611299.750000 Penalty: 4554.497559 Iteration 19Q: 3 clusters Score -1611300 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -1611364.250000 Penalty: 4554.497559 Iteration 20F: 3 clusters Score -1611364 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 8202 members Entering Unmasked Estep Score: -1611429.250000 Penalty: 4554.497559 Iteration 21Q: 3 clusters Score -1611429 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -1611485.375000 Penalty: 4554.497559 Iteration 22Q: 3 clusters Score -1611485 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 8378 members Entering Unmasked Estep Score: -1611550.000000 Penalty: 4554.497559 Iteration 23Q: 3 clusters Score -1611550 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 8466 members Entering Unmasked Estep Score: -1611626.625000 Penalty: 4554.497559 Iteration 24Q: 3 clusters Score -1611627 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -1611694.875000 Penalty: 4554.497559 Iteration 25Q: 3 clusters Score -1611695 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 8582 members Entering Unmasked Estep Score: -1611742.250000 Penalty: 4554.497559 Iteration 26Q: 3 clusters Score -1611742 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -1611776.750000 Penalty: 4554.497559 Iteration 27Q: 3 clusters Score -1611777 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 8655 members Entering Unmasked Estep Score: -1611810.750000 Penalty: 4554.497559 Iteration 28Q: 3 clusters Score -1611811 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 8683 members Entering Unmasked Estep Score: -1611832.000000 Penalty: 4554.497559 Iteration 29Q: 3 clusters Score -1611832 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 8703 members Entering Unmasked Estep Score: -1611862.375000 Penalty: 4554.497559 Iteration 30Q: 3 clusters Score -1611862 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -1611877.375000 Penalty: 4554.497559 Iteration 31Q: 3 clusters Score -1611877 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 8732 members Entering Unmasked Estep Score: -1611895.375000 Penalty: 4554.497559 Iteration 32Q: 3 clusters Score -1611895 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -1611907.000000 Penalty: 4554.497559 Iteration 33Q: 3 clusters Score -1611907 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 8755 members Entering Unmasked Estep Score: -1611921.625000 Penalty: 4554.497559 Iteration 34Q: 3 clusters Score -1611922 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 8758 members Entering Unmasked Estep Score: -1611926.125000 Penalty: 4554.497559 Iteration 35Q: 3 clusters Score -1611926 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 8767 members Entering Unmasked Estep Score: -1611929.000000 Penalty: 4554.497559 Iteration 36Q: 3 clusters Score -1611929 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 8771 members Entering Unmasked Estep Score: -1611934.750000 Penalty: 4554.497559 Iteration 37Q: 3 clusters Score -1611935 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 8770 members Entering Unmasked Estep Score: -1611932.125000 Penalty: 4554.497559 Iteration 38Q: 3 clusters Score -1611932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 8770 members Entering Unmasked Estep Score: -1611934.500000 Penalty: 4554.497559 Iteration 39Q: 3 clusters Score -1611934 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -1611937.375000 Penalty: 4554.497559 Iteration 40F: 3 clusters Score -1611937 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -1611940.875000 Penalty: 4554.497559 Iteration 41Q: 3 clusters Score -1611941 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 8780 members Entering Unmasked Estep Score: -1611944.000000 Penalty: 4554.497559 Iteration 42Q: 3 clusters Score -1611944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 8780 members Entering Unmasked Estep Score: -1611942.750000 Penalty: 4554.497559 Iteration 43Q: 3 clusters Score -1611943 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -1611945.375000 Penalty: 4554.497559 Iteration 44Q: 3 clusters Score -1611945 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -1611946.250000 Penalty: 4554.497559 Iteration 45Q: 3 clusters Score -1611946 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -1611946.250000 Penalty: 4554.497559 Iteration 46F: 3 clusters Score -1611946 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1168 members Mstep: Class 7 contains 41516 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49291 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9345 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28504 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40101 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10577 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9725 members Entering Unmasked Estep ConsiderDeletion Score: -37746300.000000 Penalty: 79767.406250 Iteration 199Q: 27 clusters Score -3.77463e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1168 members Mstep: Class 7 contains 41559 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49277 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9328 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28490 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40097 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10582 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9725 members Entering Unmasked Estep ConsiderDeletion Score: -37746364.000000 Penalty: 79767.406250 Iteration 200F: 27 clusters Score -3.774636e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1168 members Mstep: Class 7 contains 41612 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49252 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9313 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28478 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40093 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10583 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9726 members Entering Unmasked Estep ConsiderDeletion Score: -37746376.000000 Penalty: 79767.406250 Iteration 201Q: 27 clusters Score -3.774638e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1168 members Mstep: Class 7 contains 41668 members Mstep: Class 8 contains 3970 members Mstep: Class 9 contains 49218 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9300 members Mstep: Class 16 contains 23863 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28466 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40095 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10584 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9728 members Entering Unmasked Estep ConsiderDeletion Score: -37746364.000000 Penalty: 79767.406250 Iteration 202Q: 27 clusters Score -3.774636e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1168 members Mstep: Class 7 contains 41714 members Mstep: Class 8 contains 3969 members Mstep: Class 9 contains 49198 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9284 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28457 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40098 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10581 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9727 members Entering Unmasked Estep ConsiderDeletion Score: -37746400.000000 Penalty: 79767.406250 Iteration 203Q: 27 clusters Score -3.77464e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1168 members Mstep: Class 7 contains 41741 members Mstep: Class 8 contains 3969 members Mstep: Class 9 contains 49200 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9263 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28450 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40102 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10577 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9726 members Entering Unmasked Estep ConsiderDeletion Score: -37746448.000000 Penalty: 79767.406250 Iteration 204Q: 27 clusters Score -3.774645e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1168 members Mstep: Class 7 contains 41754 members Mstep: Class 8 contains 3969 members Mstep: Class 9 contains 49223 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9239 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28446 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40097 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10574 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 9726 members Entering Unmasked Estep ConsiderDeletion Score: -37746560.000000 Penalty: 79767.406250 Iteration 205Q: 27 clusters Score -3.774656e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1168 members Mstep: Class 7 contains 41758 members Mstep: Class 8 contains 3969 members Mstep: Class 9 contains 49262 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9215 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28441 members Mstep: Class 20 contains 4339 members Mstep: Class 21 contains 40096 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10562 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9726 members Entering Unmasked Estep ConsiderDeletion Score: -37746572.000000 Penalty: 79767.406250 Iteration 206Q: 27 clusters Score -3.774657e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1168 members Mstep: Class 7 contains 41771 members Mstep: Class 8 contains 3969 members Mstep: Class 9 contains 49282 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9196 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28432 members Mstep: Class 20 contains 4338 members Mstep: Class 21 contains 40093 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10560 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9726 members Entering Unmasked Estep ConsiderDeletion Score: -37746572.000000 Penalty: 79767.406250 Iteration 207Q: 27 clusters Score -3.774657e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6038 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1168 members Mstep: Class 7 contains 41780 members Mstep: Class 8 contains 3969 members Mstep: Class 9 contains 49308 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9179 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28424 members Mstep: Class 20 contains 4338 members Mstep: Class 21 contains 40088 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10554 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9726 members Entering Unmasked Estep ConsiderDeletion Score: -37746536.000000 Penalty: 79767.406250 Iteration 208Q: 27 clusters Score -3.774654e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6040 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41806 members Mstep: Class 8 contains 3969 members Mstep: Class 9 contains 49308 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9172 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28414 members Mstep: Class 20 contains 4338 members Mstep: Class 21 contains 40079 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10551 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9726 members Entering Unmasked Estep ConsiderDeletion Score: -37746560.000000 Penalty: 79767.406250 Iteration 209Q: 27 clusters Score -3.774656e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6041 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41829 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49302 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9166 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28410 members Mstep: Class 20 contains 4337 members Mstep: Class 21 contains 40076 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10547 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9726 members Entering Unmasked Estep ConsiderDeletion Score: -37746588.000000 Penalty: 79767.406250 Iteration 210Q: 27 clusters Score -3.774659e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6042 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41831 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49325 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9162 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28405 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40076 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10531 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9726 members Entering Unmasked Estep ConsiderDeletion Score: -37746672.000000 Penalty: 79767.406250 Iteration 211Q: 27 clusters Score -3.774667e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6042 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41818 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49367 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9150 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28399 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40076 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10520 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9726 members Entering Unmasked Estep ConsiderDeletion Score: -37746644.000000 Penalty: 79767.406250 Iteration 212Q: 27 clusters Score -3.774664e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2085 members Mstep: Class 4 contains 6042 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41802 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49418 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9136 members Mstep: Class 16 contains 23866 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28394 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40071 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10509 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9726 members Entering Unmasked Estep ConsiderDeletion Score: -37746684.000000 Penalty: 79767.406250 Iteration 213Q: 27 clusters Score -3.774668e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2084 members Mstep: Class 4 contains 6042 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41789 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49456 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9122 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28388 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40068 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10507 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9726 members Entering Unmasked Estep ConsiderDeletion Score: -37746680.000000 Penalty: 79767.406250 Iteration 214Q: 27 clusters Score -3.774668e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2083 members Mstep: Class 4 contains 6042 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41794 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49477 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9109 members Mstep: Class 16 contains 23869 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28384 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40064 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10501 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9726 members Entering Unmasked Estep ConsiderDeletion Score: -37746708.000000 Penalty: 79767.406250 Iteration 215Q: 27 clusters Score -3.774671e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2081 members Mstep: Class 4 contains 6041 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41780 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49504 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 594 members Mstep: Class 15 contains 9106 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28383 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40064 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10495 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9727 members Entering Unmasked Estep ConsiderDeletion Score: -37746708.000000 Penalty: 79767.406250 Iteration 216Q: 27 clusters Score -3.774671e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2080 members Mstep: Class 4 contains 6040 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41786 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49507 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 593 members Mstep: Class 15 contains 9101 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28384 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40068 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10492 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9727 members Entering Unmasked Estep ConsiderDeletion Score: -37746740.000000 Penalty: 79767.406250 Iteration 217Q: 27 clusters Score -3.774674e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2081 members Mstep: Class 4 contains 6039 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41794 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49521 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 592 members Mstep: Class 15 contains 9083 members Mstep: Class 16 contains 23866 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28383 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40070 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10487 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9727 members Entering Unmasked Estep ConsiderDeletion Score: -37746696.000000 Penalty: 79767.406250 Iteration 218Q: 27 clusters Score -3.77467e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2083 members Mstep: Class 4 contains 6039 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41798 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49534 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 590 members Mstep: Class 15 contains 9072 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28380 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40068 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10485 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9727 members Entering Unmasked Estep ConsiderDeletion Score: -37746740.000000 Penalty: 79767.406250 Iteration 219Q: 27 clusters Score -3.774674e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2085 members Mstep: Class 4 contains 6038 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41805 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49552 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 589 members Mstep: Class 15 contains 9057 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28380 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40068 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10476 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9727 members Entering Unmasked Estep ConsiderDeletion Score: -37746756.000000 Penalty: 79767.406250 Iteration 220F: 27 clusters Score -3.774676e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2086 members Mstep: Class 4 contains 6038 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41809 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49563 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 588 members Mstep: Class 15 contains 9044 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28377 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40071 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10473 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9727 members Entering Unmasked Estep ConsiderDeletion Score: -37746768.000000 Penalty: 79767.406250 Iteration 221Q: 27 clusters Score -3.774677e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6038 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41814 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49579 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9038 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28376 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40062 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10469 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9727 members Entering Unmasked Estep ConsiderDeletion Score: -37746808.000000 Penalty: 79767.406250 Iteration 222Q: 27 clusters Score -3.774681e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6038 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41821 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49586 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9031 members Mstep: Class 16 contains 23866 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28374 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40059 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10468 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9727 members Entering Unmasked Estep ConsiderDeletion Score: -37746812.000000 Penalty: 79767.406250 Iteration 223Q: 27 clusters Score -3.774681e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6038 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41825 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49591 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9027 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28373 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40055 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10467 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9727 members Entering Unmasked Estep ConsiderDeletion Score: -37746816.000000 Penalty: 79767.406250 Iteration 224Q: 27 clusters Score -3.774682e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6038 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41829 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49591 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9031 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28369 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40047 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10469 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9729 members Entering Unmasked Estep ConsiderDeletion Score: -37746784.000000 Penalty: 79767.406250 Iteration 225Q: 27 clusters Score -3.774678e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41822 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49605 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9031 members Mstep: Class 16 contains 23870 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28363 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40039 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10474 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9729 members Entering Unmasked Estep ConsiderDeletion Score: -37746768.000000 Penalty: 79767.406250 Iteration 226Q: 27 clusters Score -3.774677e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41802 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49628 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9035 members Mstep: Class 16 contains 23871 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28360 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40034 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10474 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9730 members Entering Unmasked Estep ConsiderDeletion Score: -37746768.000000 Penalty: 79767.406250 Iteration 227Q: 27 clusters Score -3.774677e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41794 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49641 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9035 members Mstep: Class 16 contains 23870 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28357 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40027 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10480 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9730 members Entering Unmasked Estep ConsiderDeletion Score: -37746736.000000 Penalty: 79767.406250 Iteration 228Q: 27 clusters Score -3.774674e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41798 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49647 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9030 members Mstep: Class 16 contains 23870 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28357 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40024 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10478 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9730 members Entering Unmasked Estep ConsiderDeletion Score: -37746708.000000 Penalty: 79767.406250 Iteration 229Q: 27 clusters Score -3.774671e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41812 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49645 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9023 members Mstep: Class 16 contains 23870 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28356 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40022 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10476 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9730 members Entering Unmasked Estep ConsiderDeletion Score: -37746752.000000 Penalty: 79767.406250 Iteration 230Q: 27 clusters Score -3.774675e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41817 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49645 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9019 members Mstep: Class 16 contains 23870 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28355 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40022 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10475 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9731 members Entering Unmasked Estep ConsiderDeletion Score: -37746768.000000 Penalty: 79767.406250 Iteration 231Q: 27 clusters Score -3.774677e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41829 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49635 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9013 members Mstep: Class 16 contains 23870 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28355 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40024 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10476 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746792.000000 Penalty: 79767.406250 Iteration 232Q: 27 clusters Score -3.774679e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41845 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49623 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9009 members Mstep: Class 16 contains 23870 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28355 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40026 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10474 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746760.000000 Penalty: 79767.406250 Iteration 233Q: 27 clusters Score -3.774676e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41866 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49603 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9010 members Mstep: Class 16 contains 23870 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28355 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40024 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10474 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746780.000000 Penalty: 79767.406250 Iteration 234Q: 27 clusters Score -3.774678e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41871 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49609 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9001 members Mstep: Class 16 contains 23870 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28355 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40023 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10473 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746796.000000 Penalty: 79767.406250 Iteration 235Q: 27 clusters Score -3.77468e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41868 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49614 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9001 members Mstep: Class 16 contains 23870 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28355 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40024 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10470 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746784.000000 Penalty: 79767.406250 Iteration 236Q: 27 clusters Score -3.774678e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41865 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49623 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9002 members Mstep: Class 16 contains 23869 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40022 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10466 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746796.000000 Penalty: 79767.406250 Iteration 237Q: 27 clusters Score -3.77468e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41871 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49622 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9001 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40021 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10464 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746792.000000 Penalty: 79767.406250 Iteration 238Q: 27 clusters Score -3.774679e+07 nChanged 57 Entering ConstructFrom: Score: -37746792.000000 Penalty: 79767.406250 Entering ConstructFrom: Trying to split cluster 1 (509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Entering Unmasked Estep Score: -73103.257812 Penalty: 1545.647095 Iteration 0F: 2 clusters Score -73103.26 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 235 members Entering Unmasked Estep Score: -71736.281250 Penalty: 3091.294189 Iteration 0F: 3 clusters Score -71736.28 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -72021.250000 Penalty: 3091.294189 Iteration 1F: 3 clusters Score -72021.25 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -72106.937500 Penalty: 3091.294189 Iteration 2F: 3 clusters Score -72106.94 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -72154.203125 Penalty: 3091.294189 Iteration 3Q: 3 clusters Score -72154.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -72185.554688 Penalty: 3091.294189 Iteration 4Q: 3 clusters Score -72185.55 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -72236.578125 Penalty: 3091.294189 Iteration 5Q: 3 clusters Score -72236.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -72300.632812 Penalty: 3091.294189 Iteration 6Q: 3 clusters Score -72300.63 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -72373.867188 Penalty: 3091.294189 Iteration 7Q: 3 clusters Score -72373.87 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -72446.273438 Penalty: 3091.294189 Iteration 8Q: 3 clusters Score -72446.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -72486.375000 Penalty: 3091.294189 Iteration 9Q: 3 clusters Score -72486.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -72522.906250 Penalty: 3091.294189 Iteration 10Q: 3 clusters Score -72522.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -72533.500000 Penalty: 3091.294189 Iteration 11Q: 3 clusters Score -72533.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -72535.367188 Penalty: 3091.294189 Iteration 12Q: 3 clusters Score -72535.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -72540.601562 Penalty: 3091.294189 Iteration 13F: 3 clusters Score -72540.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -72570.101562 Penalty: 3091.294189 Iteration 14Q: 3 clusters Score -72570.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -72573.632812 Penalty: 3091.294189 Iteration 15Q: 3 clusters Score -72573.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -72576.843750 Penalty: 3091.294189 Iteration 16Q: 3 clusters Score -72576.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -72580.234375 Penalty: 3091.294189 Iteration 17Q: 3 clusters Score -72580.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -72580.234375 Penalty: 3091.294189 Iteration 18F: 3 clusters Score -72580.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Entering Unmasked Estep Score: -20925.148438 Penalty: 1258.643066 Iteration 0F: 2 clusters Score -20925.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -19928.109375 Penalty: 2517.286133 Iteration 0F: 3 clusters Score -19928.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -20023.908203 Penalty: 2517.286133 Iteration 1F: 3 clusters Score -20023.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -20084.781250 Penalty: 2517.286133 Iteration 2Q: 3 clusters Score -20084.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -20103.666016 Penalty: 2517.286133 Iteration 3Q: 3 clusters Score -20103.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -20109.484375 Penalty: 2517.286133 Iteration 4Q: 3 clusters Score -20109.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -20109.484375 Penalty: 2517.286133 Iteration 5F: 3 clusters Score -20109.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2087 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Entering Unmasked Estep Score: -313155.343750 Penalty: 1895.583740 Iteration 0F: 2 clusters Score -313155.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -310534.625000 Penalty: 3791.167480 Iteration 0F: 3 clusters Score -310534.6 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -311116.406250 Penalty: 3791.167480 Iteration 1F: 3 clusters Score -311116.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -311364.781250 Penalty: 3791.167480 Iteration 2F: 3 clusters Score -311364.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -311602.375000 Penalty: 3791.167480 Iteration 3F: 3 clusters Score -311602.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -311823.250000 Penalty: 3791.167480 Iteration 4F: 3 clusters Score -311823.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -312101.625000 Penalty: 3791.167480 Iteration 5F: 3 clusters Score -312101.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -312353.031250 Penalty: 3791.167480 Iteration 6F: 3 clusters Score -312353 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -312553.843750 Penalty: 3791.167480 Iteration 7F: 3 clusters Score -312553.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -312694.500000 Penalty: 3791.167480 Iteration 8Q: 3 clusters Score -312694.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -312793.937500 Penalty: 3791.167480 Iteration 9Q: 3 clusters Score -312793.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -312847.031250 Penalty: 3791.167480 Iteration 10Q: 3 clusters Score -312847 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -312881.937500 Penalty: 3791.167480 Iteration 11Q: 3 clusters Score -312881.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -312904.062500 Penalty: 3791.167480 Iteration 12Q: 3 clusters Score -312904.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -312926.187500 Penalty: 3791.167480 Iteration 13Q: 3 clusters Score -312926.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -312949.906250 Penalty: 3791.167480 Iteration 14Q: 3 clusters Score -312949.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -312963.187500 Penalty: 3791.167480 Iteration 15Q: 3 clusters Score -312963.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -312972.093750 Penalty: 3791.167480 Iteration 16Q: 3 clusters Score -312972.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -312984.875000 Penalty: 3791.167480 Iteration 17Q: 3 clusters Score -312984.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -312995.968750 Penalty: 3791.167480 Iteration 18Q: 3 clusters Score -312996 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -313002.000000 Penalty: 3791.167480 Iteration 19Q: 3 clusters Score -313002 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -313006.250000 Penalty: 3791.167480 Iteration 20F: 3 clusters Score -313006.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -313009.125000 Penalty: 3791.167480 Iteration 21Q: 3 clusters Score -313009.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -313011.906250 Penalty: 3791.167480 Iteration 22Q: 3 clusters Score -313011.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -313012.343750 Penalty: 3791.167480 Iteration 23Q: 3 clusters Score -313012.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -313013.281250 Penalty: 3791.167480 Iteration 24Q: 3 clusters Score -313013.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -313015.156250 Penalty: 3791.167480 Iteration 25Q: 3 clusters Score -313015.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -313015.156250 Penalty: 3791.167480 Iteration 26F: 3 clusters Score -313015.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6036 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Entering Unmasked Estep Score: -951782.375000 Penalty: 2158.963135 Iteration 0F: 2 clusters Score -951782.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -946588.312500 Penalty: 4317.926270 Iteration 0F: 3 clusters Score -946588.3 nChanged 2405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -947945.812500 Penalty: 4317.926270 Iteration 1F: 3 clusters Score -947945.8 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -948254.250000 Penalty: 4317.926270 Iteration 2F: 3 clusters Score -948254.2 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -948475.062500 Penalty: 4317.926270 Iteration 3F: 3 clusters Score -948475.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -948660.187500 Penalty: 4317.926270 Iteration 4Q: 3 clusters Score -948660.2 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -948841.375000 Penalty: 4317.926270 Iteration 5Q: 3 clusters Score -948841.4 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -949069.750000 Penalty: 4317.926270 Iteration 6Q: 3 clusters Score -949069.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -949325.562500 Penalty: 4317.926270 Iteration 7Q: 3 clusters Score -949325.6 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -949619.875000 Penalty: 4317.926270 Iteration 8Q: 3 clusters Score -949619.9 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -949938.000000 Penalty: 4317.926270 Iteration 9Q: 3 clusters Score -949938 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -950273.937500 Penalty: 4317.926270 Iteration 10Q: 3 clusters Score -950273.9 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -950561.812500 Penalty: 4317.926270 Iteration 11Q: 3 clusters Score -950561.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -950722.187500 Penalty: 4317.926270 Iteration 12Q: 3 clusters Score -950722.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -950824.187500 Penalty: 4317.926270 Iteration 13Q: 3 clusters Score -950824.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -950879.625000 Penalty: 4317.926270 Iteration 14Q: 3 clusters Score -950879.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -950920.750000 Penalty: 4317.926270 Iteration 15Q: 3 clusters Score -950920.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -950946.750000 Penalty: 4317.926270 Iteration 16Q: 3 clusters Score -950946.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -950963.375000 Penalty: 4317.926270 Iteration 17Q: 3 clusters Score -950963.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -950972.312500 Penalty: 4317.926270 Iteration 18Q: 3 clusters Score -950972.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -950981.250000 Penalty: 4317.926270 Iteration 19Q: 3 clusters Score -950981.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -950987.062500 Penalty: 4317.926270 Iteration 20F: 3 clusters Score -950987.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -950991.187500 Penalty: 4317.926270 Iteration 21Q: 3 clusters Score -950991.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -950995.062500 Penalty: 4317.926270 Iteration 22Q: 3 clusters Score -950995.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -950997.000000 Penalty: 4317.926270 Iteration 23Q: 3 clusters Score -950997 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -950998.187500 Penalty: 4317.926270 Iteration 24Q: 3 clusters Score -950998.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -951000.125000 Penalty: 4317.926270 Iteration 25Q: 3 clusters Score -951000.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -951003.125000 Penalty: 4317.926270 Iteration 26Q: 3 clusters Score -951003.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -951003.125000 Penalty: 4317.926270 Iteration 27F: 3 clusters Score -951003.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Entering Unmasked Estep Score: -49518.414062 Penalty: 1477.689331 Iteration 0F: 2 clusters Score -49518.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -48246.937500 Penalty: 2955.378662 Iteration 0F: 3 clusters Score -48246.94 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -48557.496094 Penalty: 2955.378662 Iteration 1F: 3 clusters Score -48557.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -48705.140625 Penalty: 2955.378662 Iteration 2F: 3 clusters Score -48705.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -48741.546875 Penalty: 2955.378662 Iteration 3Q: 3 clusters Score -48741.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -48783.148438 Penalty: 2955.378662 Iteration 4Q: 3 clusters Score -48783.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -48853.542969 Penalty: 2955.378662 Iteration 5Q: 3 clusters Score -48853.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -48913.546875 Penalty: 2955.378662 Iteration 6Q: 3 clusters Score -48913.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -49006.781250 Penalty: 2955.378662 Iteration 7Q: 3 clusters Score -49006.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -49026.632812 Penalty: 2955.378662 Iteration 8Q: 3 clusters Score -49026.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -49033.226562 Penalty: 2955.378662 Iteration 9Q: 3 clusters Score -49033.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -49037.554688 Penalty: 2955.378662 Iteration 10Q: 3 clusters Score -49037.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -49047.015625 Penalty: 2955.378662 Iteration 11Q: 3 clusters Score -49047.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -49049.261719 Penalty: 2955.378662 Iteration 12Q: 3 clusters Score -49049.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -49049.261719 Penalty: 2955.378662 Iteration 13F: 3 clusters Score -49049.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Entering Unmasked Estep Score: -188207.796875 Penalty: 1751.848145 Iteration 0F: 2 clusters Score -188207.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -186168.375000 Penalty: 3503.696289 Iteration 0F: 3 clusters Score -186168.4 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -186528.640625 Penalty: 3503.696289 Iteration 1F: 3 clusters Score -186528.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -186621.718750 Penalty: 3503.696289 Iteration 2F: 3 clusters Score -186621.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -186692.234375 Penalty: 3503.696289 Iteration 3Q: 3 clusters Score -186692.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -186740.890625 Penalty: 3503.696289 Iteration 4Q: 3 clusters Score -186740.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -186797.015625 Penalty: 3503.696289 Iteration 5Q: 3 clusters Score -186797 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -186850.484375 Penalty: 3503.696289 Iteration 6Q: 3 clusters Score -186850.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -186892.906250 Penalty: 3503.696289 Iteration 7Q: 3 clusters Score -186892.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -186948.312500 Penalty: 3503.696289 Iteration 8Q: 3 clusters Score -186948.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -187012.718750 Penalty: 3503.696289 Iteration 9Q: 3 clusters Score -187012.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -187053.281250 Penalty: 3503.696289 Iteration 10Q: 3 clusters Score -187053.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -187091.390625 Penalty: 3503.696289 Iteration 11Q: 3 clusters Score -187091.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -187145.500000 Penalty: 3503.696289 Iteration 12Q: 3 clusters Score -187145.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -187180.484375 Penalty: 3503.696289 Iteration 13Q: 3 clusters Score -187180.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -187213.500000 Penalty: 3503.696289 Iteration 14Q: 3 clusters Score -187213.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -187248.250000 Penalty: 3503.696289 Iteration 15Q: 3 clusters Score -187248.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -187282.546875 Penalty: 3503.696289 Iteration 16Q: 3 clusters Score -187282.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -187310.140625 Penalty: 3503.696289 Iteration 17Q: 3 clusters Score -187310.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -187320.671875 Penalty: 3503.696289 Iteration 18Q: 3 clusters Score -187320.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -187328.843750 Penalty: 3503.696289 Iteration 19Q: 3 clusters Score -187328.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -187332.515625 Penalty: 3503.696289 Iteration 20F: 3 clusters Score -187332.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -187334.921875 Penalty: 3503.696289 Iteration 21Q: 3 clusters Score -187334.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -187334.921875 Penalty: 3503.696289 Iteration 22F: 3 clusters Score -187334.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (41858 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41858 members Entering Unmasked Estep Score: -6980983.500000 Penalty: 2639.225586 Iteration 0F: 2 clusters Score -6980984 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20918 members Mstep: Class 2 contains 20940 members Entering Unmasked Estep Score: -6955031.000000 Penalty: 5278.451172 Iteration 0F: 3 clusters Score -6955031 nChanged 19194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20708 members Mstep: Class 2 contains 21150 members Entering Unmasked Estep Score: -6965317.500000 Penalty: 5278.451172 Iteration 1F: 3 clusters Score -6965318 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20527 members Mstep: Class 2 contains 21331 members Entering Unmasked Estep Score: -6965783.500000 Penalty: 5278.451172 Iteration 2Q: 3 clusters Score -6965784 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20230 members Mstep: Class 2 contains 21628 members Entering Unmasked Estep Score: -6966242.000000 Penalty: 5278.451172 Iteration 3Q: 3 clusters Score -6966242 nChanged 1458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19802 members Mstep: Class 2 contains 22056 members Entering Unmasked Estep Score: -6966713.500000 Penalty: 5278.451172 Iteration 4Q: 3 clusters Score -6966714 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19240 members Mstep: Class 2 contains 22618 members Entering Unmasked Estep Score: -6967328.500000 Penalty: 5278.451172 Iteration 5Q: 3 clusters Score -6967328 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18463 members Mstep: Class 2 contains 23395 members Entering Unmasked Estep Score: -6967958.500000 Penalty: 5278.451172 Iteration 6Q: 3 clusters Score -6967958 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17493 members Mstep: Class 2 contains 24365 members Entering Unmasked Estep Score: -6968678.500000 Penalty: 5278.451172 Iteration 7Q: 3 clusters Score -6968678 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16287 members Mstep: Class 2 contains 25571 members Entering Unmasked Estep Score: -6969533.000000 Penalty: 5278.451172 Iteration 8Q: 3 clusters Score -6969533 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14944 members Mstep: Class 2 contains 26914 members Entering Unmasked Estep Score: -6970391.500000 Penalty: 5278.451172 Iteration 9Q: 3 clusters Score -6970392 nChanged 1994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13548 members Mstep: Class 2 contains 28310 members Entering Unmasked Estep Score: -6971242.500000 Penalty: 5278.451172 Iteration 10Q: 3 clusters Score -6971242 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Mstep: Class 2 contains 29758 members Entering Unmasked Estep Score: -6972033.000000 Penalty: 5278.451172 Iteration 11Q: 3 clusters Score -6972033 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10750 members Mstep: Class 2 contains 31108 members Entering Unmasked Estep Score: -6972777.500000 Penalty: 5278.451172 Iteration 12Q: 3 clusters Score -6972778 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 32206 members Entering Unmasked Estep Score: -6973527.500000 Penalty: 5278.451172 Iteration 13Q: 3 clusters Score -6973528 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 33166 members Entering Unmasked Estep Score: -6974177.000000 Penalty: 5278.451172 Iteration 14Q: 3 clusters Score -6974177 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7997 members Mstep: Class 2 contains 33861 members Entering Unmasked Estep Score: -6974695.500000 Penalty: 5278.451172 Iteration 15Q: 3 clusters Score -6974696 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7541 members Mstep: Class 2 contains 34317 members Entering Unmasked Estep Score: -6975090.000000 Penalty: 5278.451172 Iteration 16Q: 3 clusters Score -6975090 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 34673 members Entering Unmasked Estep Score: -6975412.500000 Penalty: 5278.451172 Iteration 17Q: 3 clusters Score -6975412 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 34967 members Entering Unmasked Estep Score: -6975592.000000 Penalty: 5278.451172 Iteration 18Q: 3 clusters Score -6975592 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 35236 members Entering Unmasked Estep Score: -6975783.000000 Penalty: 5278.451172 Iteration 19Q: 3 clusters Score -6975783 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 35460 members Entering Unmasked Estep Score: -6975882.000000 Penalty: 5278.451172 Iteration 20F: 3 clusters Score -6975882 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6186 members Mstep: Class 2 contains 35672 members Entering Unmasked Estep Score: -6975995.500000 Penalty: 5278.451172 Iteration 21Q: 3 clusters Score -6975996 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 35878 members Entering Unmasked Estep Score: -6976107.000000 Penalty: 5278.451172 Iteration 22Q: 3 clusters Score -6976107 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 36072 members Entering Unmasked Estep Score: -6976171.000000 Penalty: 5278.451172 Iteration 23Q: 3 clusters Score -6976171 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 36265 members Entering Unmasked Estep Score: -6976239.000000 Penalty: 5278.451172 Iteration 24Q: 3 clusters Score -6976239 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 36438 members Entering Unmasked Estep Score: -6976301.000000 Penalty: 5278.451172 Iteration 25Q: 3 clusters Score -6976301 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 36605 members Entering Unmasked Estep Score: -6976373.000000 Penalty: 5278.451172 Iteration 26Q: 3 clusters Score -6976373 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 36759 members Entering Unmasked Estep Score: -6976418.000000 Penalty: 5278.451172 Iteration 27Q: 3 clusters Score -6976418 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 36888 members Entering Unmasked Estep Score: -6976436.000000 Penalty: 5278.451172 Iteration 28Q: 3 clusters Score -6976436 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 37003 members Entering Unmasked Estep Score: -6976473.000000 Penalty: 5278.451172 Iteration 29Q: 3 clusters Score -6976473 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 37117 members Entering Unmasked Estep Score: -6976506.500000 Penalty: 5278.451172 Iteration 30Q: 3 clusters Score -6976506 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 37230 members Entering Unmasked Estep Score: -6976545.500000 Penalty: 5278.451172 Iteration 31Q: 3 clusters Score -6976546 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 37349 members Entering Unmasked Estep Score: -6976603.000000 Penalty: 5278.451172 Iteration 32Q: 3 clusters Score -6976603 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 37452 members Entering Unmasked Estep Score: -6976648.500000 Penalty: 5278.451172 Iteration 33Q: 3 clusters Score -6976648 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 37564 members Entering Unmasked Estep Score: -6976673.500000 Penalty: 5278.451172 Iteration 34Q: 3 clusters Score -6976674 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 37683 members Entering Unmasked Estep Score: -6976717.500000 Penalty: 5278.451172 Iteration 35Q: 3 clusters Score -6976718 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 37796 members Entering Unmasked Estep Score: -6976752.000000 Penalty: 5278.451172 Iteration 36Q: 3 clusters Score -6976752 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 37897 members Entering Unmasked Estep Score: -6976794.000000 Penalty: 5278.451172 Iteration 37Q: 3 clusters Score -6976794 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 38002 members Entering Unmasked Estep Score: -6976854.500000 Penalty: 5278.451172 Iteration 38Q: 3 clusters Score -6976854 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 38113 members Entering Unmasked Estep Score: -6976886.000000 Penalty: 5278.451172 Iteration 39Q: 3 clusters Score -6976886 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 38230 members Entering Unmasked Estep Score: -6976965.500000 Penalty: 5278.451172 Iteration 40F: 3 clusters Score -6976966 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 38348 members Entering Unmasked Estep Score: -6977082.500000 Penalty: 5278.451172 Iteration 41Q: 3 clusters Score -6977082 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 38458 members Entering Unmasked Estep Score: -6977148.000000 Penalty: 5278.451172 Iteration 42Q: 3 clusters Score -6977148 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 38563 members Entering Unmasked Estep Score: -6977196.500000 Penalty: 5278.451172 Iteration 43Q: 3 clusters Score -6977196 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 38665 members Entering Unmasked Estep Score: -6977250.000000 Penalty: 5278.451172 Iteration 44Q: 3 clusters Score -6977250 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 38753 members Entering Unmasked Estep Score: -6977289.500000 Penalty: 5278.451172 Iteration 45Q: 3 clusters Score -6977290 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 38844 members Entering Unmasked Estep Score: -6977329.000000 Penalty: 5278.451172 Iteration 46Q: 3 clusters Score -6977329 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 38933 members Entering Unmasked Estep Score: -6977355.000000 Penalty: 5278.451172 Iteration 47Q: 3 clusters Score -6977355 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 39020 members Entering Unmasked Estep Score: -6977419.500000 Penalty: 5278.451172 Iteration 48Q: 3 clusters Score -6977420 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 39103 members Entering Unmasked Estep Score: -6977469.000000 Penalty: 5278.451172 Iteration 49Q: 3 clusters Score -6977469 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 39185 members Entering Unmasked Estep Score: -6977520.000000 Penalty: 5278.451172 Iteration 50Q: 3 clusters Score -6977520 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 39257 members Entering Unmasked Estep Score: -6977554.000000 Penalty: 5278.451172 Iteration 51Q: 3 clusters Score -6977554 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 39321 members Entering Unmasked Estep Score: -6977584.500000 Penalty: 5278.451172 Iteration 52Q: 3 clusters Score -6977584 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 39384 members Entering Unmasked Estep Score: -6977628.500000 Penalty: 5278.451172 Iteration 53Q: 3 clusters Score -6977628 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 39457 members Entering Unmasked Estep Score: -6977668.500000 Penalty: 5278.451172 Iteration 54Q: 3 clusters Score -6977668 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 39523 members Entering Unmasked Estep Score: -6977696.500000 Penalty: 5278.451172 Iteration 55Q: 3 clusters Score -6977696 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 39576 members Entering Unmasked Estep Score: -6977730.000000 Penalty: 5278.451172 Iteration 56Q: 3 clusters Score -6977730 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 39651 members Entering Unmasked Estep Score: -6977776.000000 Penalty: 5278.451172 Iteration 57Q: 3 clusters Score -6977776 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 39709 members Entering Unmasked Estep Score: -6977815.500000 Penalty: 5278.451172 Iteration 58Q: 3 clusters Score -6977816 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 39772 members Entering Unmasked Estep Score: -6977835.500000 Penalty: 5278.451172 Iteration 59Q: 3 clusters Score -6977836 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 39823 members Entering Unmasked Estep Score: -6977858.000000 Penalty: 5278.451172 Iteration 60F: 3 clusters Score -6977858 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 39883 members Entering Unmasked Estep Score: -6977898.000000 Penalty: 5278.451172 Iteration 61Q: 3 clusters Score -6977898 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 39936 members Entering Unmasked Estep Score: -6977917.000000 Penalty: 5278.451172 Iteration 62Q: 3 clusters Score -6977917 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 39982 members Entering Unmasked Estep Score: -6977953.500000 Penalty: 5278.451172 Iteration 63Q: 3 clusters Score -6977954 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 40034 members Entering Unmasked Estep Score: -6977998.000000 Penalty: 5278.451172 Iteration 64Q: 3 clusters Score -6977998 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 40088 members Entering Unmasked Estep Score: -6978043.000000 Penalty: 5278.451172 Iteration 65Q: 3 clusters Score -6978043 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 40143 members Entering Unmasked Estep Score: -6978074.500000 Penalty: 5278.451172 Iteration 66Q: 3 clusters Score -6978074 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 40195 members Entering Unmasked Estep Score: -6978120.500000 Penalty: 5278.451172 Iteration 67Q: 3 clusters Score -6978120 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 40249 members Entering Unmasked Estep Score: -6978143.000000 Penalty: 5278.451172 Iteration 68Q: 3 clusters Score -6978143 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 40296 members Entering Unmasked Estep Score: -6978176.500000 Penalty: 5278.451172 Iteration 69Q: 3 clusters Score -6978176 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 40327 members Entering Unmasked Estep Score: -6978202.500000 Penalty: 5278.451172 Iteration 70Q: 3 clusters Score -6978202 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 40350 members Entering Unmasked Estep Score: -6978211.500000 Penalty: 5278.451172 Iteration 71Q: 3 clusters Score -6978212 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 40374 members Entering Unmasked Estep Score: -6978218.000000 Penalty: 5278.451172 Iteration 72Q: 3 clusters Score -6978218 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 40396 members Entering Unmasked Estep Score: -6978237.500000 Penalty: 5278.451172 Iteration 73Q: 3 clusters Score -6978238 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 40417 members Entering Unmasked Estep Score: -6978251.500000 Penalty: 5278.451172 Iteration 74Q: 3 clusters Score -6978252 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 40440 members Entering Unmasked Estep Score: -6978277.000000 Penalty: 5278.451172 Iteration 75Q: 3 clusters Score -6978277 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 40462 members Entering Unmasked Estep Score: -6978297.000000 Penalty: 5278.451172 Iteration 76Q: 3 clusters Score -6978297 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 40492 members Entering Unmasked Estep Score: -6978309.000000 Penalty: 5278.451172 Iteration 77Q: 3 clusters Score -6978309 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 40522 members Entering Unmasked Estep Score: -6978334.500000 Penalty: 5278.451172 Iteration 78Q: 3 clusters Score -6978334 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 40553 members Entering Unmasked Estep Score: -6978370.000000 Penalty: 5278.451172 Iteration 79Q: 3 clusters Score -6978370 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 40576 members Entering Unmasked Estep Score: -6978397.000000 Penalty: 5278.451172 Iteration 80F: 3 clusters Score -6978397 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 40604 members Entering Unmasked Estep Score: -6978421.000000 Penalty: 5278.451172 Iteration 81Q: 3 clusters Score -6978421 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 40630 members Entering Unmasked Estep Score: -6978449.000000 Penalty: 5278.451172 Iteration 82Q: 3 clusters Score -6978449 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 40649 members Entering Unmasked Estep Score: -6978473.500000 Penalty: 5278.451172 Iteration 83Q: 3 clusters Score -6978474 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 40668 members Entering Unmasked Estep Score: -6978496.000000 Penalty: 5278.451172 Iteration 84Q: 3 clusters Score -6978496 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 40676 members Entering Unmasked Estep Score: -6978499.000000 Penalty: 5278.451172 Iteration 85Q: 3 clusters Score -6978499 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 40684 members Entering Unmasked Estep Score: -6978502.000000 Penalty: 5278.451172 Iteration 86Q: 3 clusters Score -6978502 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 40690 members Entering Unmasked Estep Score: -6978507.500000 Penalty: 5278.451172 Iteration 87Q: 3 clusters Score -6978508 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 40697 members Entering Unmasked Estep Score: -6978515.500000 Penalty: 5278.451172 Iteration 88Q: 3 clusters Score -6978516 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 40702 members Entering Unmasked Estep Score: -6978522.000000 Penalty: 5278.451172 Iteration 89Q: 3 clusters Score -6978522 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 40706 members Entering Unmasked Estep Score: -6978527.000000 Penalty: 5278.451172 Iteration 90Q: 3 clusters Score -6978527 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 40712 members Entering Unmasked Estep Score: -6978537.500000 Penalty: 5278.451172 Iteration 91Q: 3 clusters Score -6978538 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 40717 members Entering Unmasked Estep Score: -6978536.000000 Penalty: 5278.451172 Iteration 92Q: 3 clusters Score -6978536 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 40723 members Entering Unmasked Estep Score: -6978534.000000 Penalty: 5278.451172 Iteration 93Q: 3 clusters Score -6978534 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 40729 members Entering Unmasked Estep Score: -6978542.500000 Penalty: 5278.451172 Iteration 94Q: 3 clusters Score -6978542 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 40738 members Entering Unmasked Estep Score: -6978548.000000 Penalty: 5278.451172 Iteration 95Q: 3 clusters Score -6978548 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 40746 members Entering Unmasked Estep Score: -6978547.000000 Penalty: 5278.451172 Iteration 96Q: 3 clusters Score -6978547 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 40750 members Entering Unmasked Estep Score: -6978550.000000 Penalty: 5278.451172 Iteration 97Q: 3 clusters Score -6978550 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 40752 members Entering Unmasked Estep Score: -6978553.500000 Penalty: 5278.451172 Iteration 98Q: 3 clusters Score -6978554 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 40755 members Entering Unmasked Estep Score: -6978555.500000 Penalty: 5278.451172 Iteration 99Q: 3 clusters Score -6978556 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 40757 members Entering Unmasked Estep Score: -6978559.500000 Penalty: 5278.451172 Iteration 100F: 3 clusters Score -6978560 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 40762 members Entering Unmasked Estep Score: -6978566.500000 Penalty: 5278.451172 Iteration 101Q: 3 clusters Score -6978566 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 40766 members Entering Unmasked Estep Score: -6978556.500000 Penalty: 5278.451172 Iteration 102Q: 3 clusters Score -6978556 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 40770 members Entering Unmasked Estep Score: -6978554.500000 Penalty: 5278.451172 Iteration 103Q: 3 clusters Score -6978554 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 40772 members Entering Unmasked Estep Score: -6978553.000000 Penalty: 5278.451172 Iteration 104Q: 3 clusters Score -6978553 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 40773 members Entering Unmasked Estep Score: -6978553.500000 Penalty: 5278.451172 Iteration 105Q: 3 clusters Score -6978554 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 40773 members Entering Unmasked Estep Score: -6978553.500000 Penalty: 5278.451172 Iteration 106F: 3 clusters Score -6978554 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3968 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Entering Unmasked Estep Score: -652569.812500 Penalty: 2054.932373 Iteration 0F: 2 clusters Score -652569.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -648745.062500 Penalty: 4109.864746 Iteration 0F: 3 clusters Score -648745.1 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -649643.437500 Penalty: 4109.864746 Iteration 1F: 3 clusters Score -649643.4 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -649808.687500 Penalty: 4109.864746 Iteration 2F: 3 clusters Score -649808.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -649892.000000 Penalty: 4109.864746 Iteration 3Q: 3 clusters Score -649892 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -649963.687500 Penalty: 4109.864746 Iteration 4Q: 3 clusters Score -649963.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -650012.062500 Penalty: 4109.864746 Iteration 5Q: 3 clusters Score -650012.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -650061.687500 Penalty: 4109.864746 Iteration 6Q: 3 clusters Score -650061.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -650098.562500 Penalty: 4109.864746 Iteration 7Q: 3 clusters Score -650098.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -650127.937500 Penalty: 4109.864746 Iteration 8Q: 3 clusters Score -650127.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -650154.500000 Penalty: 4109.864746 Iteration 9Q: 3 clusters Score -650154.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -650194.687500 Penalty: 4109.864746 Iteration 10Q: 3 clusters Score -650194.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -650238.437500 Penalty: 4109.864746 Iteration 11Q: 3 clusters Score -650238.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -650284.500000 Penalty: 4109.864746 Iteration 12Q: 3 clusters Score -650284.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -650326.000000 Penalty: 4109.864746 Iteration 13Q: 3 clusters Score -650326 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -650376.062500 Penalty: 4109.864746 Iteration 14Q: 3 clusters Score -650376.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -650435.750000 Penalty: 4109.864746 Iteration 15Q: 3 clusters Score -650435.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -650505.375000 Penalty: 4109.864746 Iteration 16Q: 3 clusters Score -650505.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -650575.375000 Penalty: 4109.864746 Iteration 17Q: 3 clusters Score -650575.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -650645.625000 Penalty: 4109.864746 Iteration 18Q: 3 clusters Score -650645.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -650706.125000 Penalty: 4109.864746 Iteration 19Q: 3 clusters Score -650706.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -650765.000000 Penalty: 4109.864746 Iteration 20F: 3 clusters Score -650765 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -650809.062500 Penalty: 4109.864746 Iteration 21Q: 3 clusters Score -650809.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -650835.375000 Penalty: 4109.864746 Iteration 22Q: 3 clusters Score -650835.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -650856.750000 Penalty: 4109.864746 Iteration 23Q: 3 clusters Score -650856.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -650884.562500 Penalty: 4109.864746 Iteration 24Q: 3 clusters Score -650884.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -650913.562500 Penalty: 4109.864746 Iteration 25Q: 3 clusters Score -650913.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -650937.000000 Penalty: 4109.864746 Iteration 26Q: 3 clusters Score -650937 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -650958.187500 Penalty: 4109.864746 Iteration 27Q: 3 clusters Score -650958.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -650981.687500 Penalty: 4109.864746 Iteration 28Q: 3 clusters Score -650981.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -650994.375000 Penalty: 4109.864746 Iteration 29Q: 3 clusters Score -650994.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -651002.750000 Penalty: 4109.864746 Iteration 30Q: 3 clusters Score -651002.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -651009.500000 Penalty: 4109.864746 Iteration 31Q: 3 clusters Score -651009.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -651015.062500 Penalty: 4109.864746 Iteration 32Q: 3 clusters Score -651015.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -651020.375000 Penalty: 4109.864746 Iteration 33Q: 3 clusters Score -651020.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -651025.937500 Penalty: 4109.864746 Iteration 34Q: 3 clusters Score -651025.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -651030.187500 Penalty: 4109.864746 Iteration 35Q: 3 clusters Score -651030.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -651033.000000 Penalty: 4109.864746 Iteration 36Q: 3 clusters Score -651033 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -651035.125000 Penalty: 4109.864746 Iteration 37Q: 3 clusters Score -651035.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -651033.687500 Penalty: 4109.864746 Iteration 38Q: 3 clusters Score -651033.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -651033.687500 Penalty: 4109.864746 Iteration 39F: 3 clusters Score -651033.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (49643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49643 members Entering Unmasked Estep Score: -8174607.000000 Penalty: 2681.527832 Iteration 0F: 2 clusters Score -8174607 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24752 members Mstep: Class 2 contains 24891 members Entering Unmasked Estep Score: -8144013.500000 Penalty: 5363.055664 Iteration 0F: 3 clusters Score -8144014 nChanged 22852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23978 members Mstep: Class 2 contains 25665 members Entering Unmasked Estep Score: -8156345.000000 Penalty: 5363.055664 Iteration 1F: 3 clusters Score -8156345 nChanged 1978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23464 members Mstep: Class 2 contains 26179 members Entering Unmasked Estep Score: -8156860.500000 Penalty: 5363.055664 Iteration 2Q: 3 clusters Score -8156860 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22707 members Mstep: Class 2 contains 26936 members Entering Unmasked Estep Score: -8157433.000000 Penalty: 5363.055664 Iteration 3Q: 3 clusters Score -8157433 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21607 members Mstep: Class 2 contains 28036 members Entering Unmasked Estep Score: -8158129.000000 Penalty: 5363.055664 Iteration 4Q: 3 clusters Score -8158129 nChanged 2459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20070 members Mstep: Class 2 contains 29573 members Entering Unmasked Estep Score: -8159145.500000 Penalty: 5363.055664 Iteration 5Q: 3 clusters Score -8159146 nChanged 2864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18192 members Mstep: Class 2 contains 31451 members Entering Unmasked Estep Score: -8160471.000000 Penalty: 5363.055664 Iteration 6F: 3 clusters Score -8160471 nChanged 3069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16021 members Mstep: Class 2 contains 33622 members Entering Unmasked Estep Score: -8162091.000000 Penalty: 5363.055664 Iteration 7F: 3 clusters Score -8162091 nChanged 3120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13769 members Mstep: Class 2 contains 35874 members Entering Unmasked Estep Score: -8164185.500000 Penalty: 5363.055664 Iteration 8F: 3 clusters Score -8164186 nChanged 2818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11851 members Mstep: Class 2 contains 37792 members Entering Unmasked Estep Score: -8166433.000000 Penalty: 5363.055664 Iteration 9F: 3 clusters Score -8166433 nChanged 2394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10611 members Mstep: Class 2 contains 39032 members Entering Unmasked Estep Score: -8168697.500000 Penalty: 5363.055664 Iteration 10Q: 3 clusters Score -8168698 nChanged 1932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 39582 members Entering Unmasked Estep Score: -8170352.000000 Penalty: 5363.055664 Iteration 11Q: 3 clusters Score -8170352 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9844 members Mstep: Class 2 contains 39799 members Entering Unmasked Estep Score: -8171147.500000 Penalty: 5363.055664 Iteration 12Q: 3 clusters Score -8171148 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9670 members Mstep: Class 2 contains 39973 members Entering Unmasked Estep Score: -8171533.500000 Penalty: 5363.055664 Iteration 13Q: 3 clusters Score -8171534 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9542 members Mstep: Class 2 contains 40101 members Entering Unmasked Estep Score: -8171790.000000 Penalty: 5363.055664 Iteration 14Q: 3 clusters Score -8171790 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Mstep: Class 2 contains 40255 members Entering Unmasked Estep Score: -8171958.500000 Penalty: 5363.055664 Iteration 15Q: 3 clusters Score -8171958 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9251 members Mstep: Class 2 contains 40392 members Entering Unmasked Estep Score: -8172072.000000 Penalty: 5363.055664 Iteration 16Q: 3 clusters Score -8172072 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 40488 members Entering Unmasked Estep Score: -8172169.500000 Penalty: 5363.055664 Iteration 17Q: 3 clusters Score -8172170 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9069 members Mstep: Class 2 contains 40574 members Entering Unmasked Estep Score: -8172241.000000 Penalty: 5363.055664 Iteration 18Q: 3 clusters Score -8172241 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8994 members Mstep: Class 2 contains 40649 members Entering Unmasked Estep Score: -8172264.000000 Penalty: 5363.055664 Iteration 19Q: 3 clusters Score -8172264 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8911 members Mstep: Class 2 contains 40732 members Entering Unmasked Estep Score: -8172277.500000 Penalty: 5363.055664 Iteration 20F: 3 clusters Score -8172278 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8839 members Mstep: Class 2 contains 40804 members Entering Unmasked Estep Score: -8172314.500000 Penalty: 5363.055664 Iteration 21Q: 3 clusters Score -8172314 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8744 members Mstep: Class 2 contains 40899 members Entering Unmasked Estep Score: -8172351.000000 Penalty: 5363.055664 Iteration 22Q: 3 clusters Score -8172351 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 40992 members Entering Unmasked Estep Score: -8172403.000000 Penalty: 5363.055664 Iteration 23Q: 3 clusters Score -8172403 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8573 members Mstep: Class 2 contains 41070 members Entering Unmasked Estep Score: -8172448.000000 Penalty: 5363.055664 Iteration 24Q: 3 clusters Score -8172448 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8498 members Mstep: Class 2 contains 41145 members Entering Unmasked Estep Score: -8172473.500000 Penalty: 5363.055664 Iteration 25Q: 3 clusters Score -8172474 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 41234 members Entering Unmasked Estep Score: -8172512.500000 Penalty: 5363.055664 Iteration 26Q: 3 clusters Score -8172512 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8334 members Mstep: Class 2 contains 41309 members Entering Unmasked Estep Score: -8172557.500000 Penalty: 5363.055664 Iteration 27Q: 3 clusters Score -8172558 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8267 members Mstep: Class 2 contains 41376 members Entering Unmasked Estep Score: -8172581.500000 Penalty: 5363.055664 Iteration 28Q: 3 clusters Score -8172582 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 41448 members Entering Unmasked Estep Score: -8172606.500000 Penalty: 5363.055664 Iteration 29Q: 3 clusters Score -8172606 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 41516 members Entering Unmasked Estep Score: -8172618.000000 Penalty: 5363.055664 Iteration 30Q: 3 clusters Score -8172618 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 41585 members Entering Unmasked Estep Score: -8172626.500000 Penalty: 5363.055664 Iteration 31Q: 3 clusters Score -8172626 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 41651 members Entering Unmasked Estep Score: -8172640.500000 Penalty: 5363.055664 Iteration 32Q: 3 clusters Score -8172640 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7928 members Mstep: Class 2 contains 41715 members Entering Unmasked Estep Score: -8172673.500000 Penalty: 5363.055664 Iteration 33Q: 3 clusters Score -8172674 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 41782 members Entering Unmasked Estep Score: -8172676.000000 Penalty: 5363.055664 Iteration 34Q: 3 clusters Score -8172676 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7793 members Mstep: Class 2 contains 41850 members Entering Unmasked Estep Score: -8172686.500000 Penalty: 5363.055664 Iteration 35Q: 3 clusters Score -8172686 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7732 members Mstep: Class 2 contains 41911 members Entering Unmasked Estep Score: -8172718.000000 Penalty: 5363.055664 Iteration 36Q: 3 clusters Score -8172718 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 41969 members Entering Unmasked Estep Score: -8172739.500000 Penalty: 5363.055664 Iteration 37Q: 3 clusters Score -8172740 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7608 members Mstep: Class 2 contains 42035 members Entering Unmasked Estep Score: -8172753.000000 Penalty: 5363.055664 Iteration 38Q: 3 clusters Score -8172753 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7535 members Mstep: Class 2 contains 42108 members Entering Unmasked Estep Score: -8172768.500000 Penalty: 5363.055664 Iteration 39Q: 3 clusters Score -8172768 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7472 members Mstep: Class 2 contains 42171 members Entering Unmasked Estep Score: -8172786.500000 Penalty: 5363.055664 Iteration 40F: 3 clusters Score -8172786 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 42237 members Entering Unmasked Estep Score: -8172806.000000 Penalty: 5363.055664 Iteration 41Q: 3 clusters Score -8172806 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 42303 members Entering Unmasked Estep Score: -8172833.000000 Penalty: 5363.055664 Iteration 42Q: 3 clusters Score -8172833 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7277 members Mstep: Class 2 contains 42366 members Entering Unmasked Estep Score: -8172835.500000 Penalty: 5363.055664 Iteration 43Q: 3 clusters Score -8172836 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 42417 members Entering Unmasked Estep Score: -8172847.500000 Penalty: 5363.055664 Iteration 44Q: 3 clusters Score -8172848 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 42475 members Entering Unmasked Estep Score: -8172841.500000 Penalty: 5363.055664 Iteration 45Q: 3 clusters Score -8172842 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 42515 members Entering Unmasked Estep Score: -8172837.000000 Penalty: 5363.055664 Iteration 46Q: 3 clusters Score -8172837 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7085 members Mstep: Class 2 contains 42558 members Entering Unmasked Estep Score: -8172859.500000 Penalty: 5363.055664 Iteration 47Q: 3 clusters Score -8172860 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 42599 members Entering Unmasked Estep Score: -8172867.000000 Penalty: 5363.055664 Iteration 48Q: 3 clusters Score -8172867 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7007 members Mstep: Class 2 contains 42636 members Entering Unmasked Estep Score: -8172857.000000 Penalty: 5363.055664 Iteration 49Q: 3 clusters Score -8172857 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 42670 members Entering Unmasked Estep Score: -8172867.500000 Penalty: 5363.055664 Iteration 50Q: 3 clusters Score -8172868 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 42708 members Entering Unmasked Estep Score: -8172865.500000 Penalty: 5363.055664 Iteration 51Q: 3 clusters Score -8172866 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6902 members Mstep: Class 2 contains 42741 members Entering Unmasked Estep Score: -8172884.000000 Penalty: 5363.055664 Iteration 52Q: 3 clusters Score -8172884 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 42778 members Entering Unmasked Estep Score: -8172870.000000 Penalty: 5363.055664 Iteration 53Q: 3 clusters Score -8172870 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 42809 members Entering Unmasked Estep Score: -8172877.500000 Penalty: 5363.055664 Iteration 54Q: 3 clusters Score -8172878 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 42836 members Entering Unmasked Estep Score: -8172872.500000 Penalty: 5363.055664 Iteration 55Q: 3 clusters Score -8172872 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 42865 members Entering Unmasked Estep Score: -8172905.500000 Penalty: 5363.055664 Iteration 56Q: 3 clusters Score -8172906 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 42898 members Entering Unmasked Estep Score: -8172909.500000 Penalty: 5363.055664 Iteration 57Q: 3 clusters Score -8172910 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 42933 members Entering Unmasked Estep Score: -8172922.000000 Penalty: 5363.055664 Iteration 58Q: 3 clusters Score -8172922 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 42969 members Entering Unmasked Estep Score: -8172928.500000 Penalty: 5363.055664 Iteration 59Q: 3 clusters Score -8172928 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 42995 members Entering Unmasked Estep Score: -8172914.000000 Penalty: 5363.055664 Iteration 60F: 3 clusters Score -8172914 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 43024 members Entering Unmasked Estep Score: -8172922.000000 Penalty: 5363.055664 Iteration 61Q: 3 clusters Score -8172922 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 43049 members Entering Unmasked Estep Score: -8172926.000000 Penalty: 5363.055664 Iteration 62Q: 3 clusters Score -8172926 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 43080 members Entering Unmasked Estep Score: -8172952.500000 Penalty: 5363.055664 Iteration 63Q: 3 clusters Score -8172952 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6536 members Mstep: Class 2 contains 43107 members Entering Unmasked Estep Score: -8172953.500000 Penalty: 5363.055664 Iteration 64Q: 3 clusters Score -8172954 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 43129 members Entering Unmasked Estep Score: -8172958.000000 Penalty: 5363.055664 Iteration 65Q: 3 clusters Score -8172958 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 43152 members Entering Unmasked Estep Score: -8172955.500000 Penalty: 5363.055664 Iteration 66Q: 3 clusters Score -8172956 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 43177 members Entering Unmasked Estep Score: -8172969.000000 Penalty: 5363.055664 Iteration 67Q: 3 clusters Score -8172969 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 43195 members Entering Unmasked Estep Score: -8172965.500000 Penalty: 5363.055664 Iteration 68Q: 3 clusters Score -8172966 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 43212 members Entering Unmasked Estep Score: -8172961.500000 Penalty: 5363.055664 Iteration 69Q: 3 clusters Score -8172962 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 43223 members Entering Unmasked Estep Score: -8172971.000000 Penalty: 5363.055664 Iteration 70Q: 3 clusters Score -8172971 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 43241 members Entering Unmasked Estep Score: -8172971.000000 Penalty: 5363.055664 Iteration 71Q: 3 clusters Score -8172971 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 43263 members Entering Unmasked Estep Score: -8172971.000000 Penalty: 5363.055664 Iteration 72Q: 3 clusters Score -8172971 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 43280 members Entering Unmasked Estep Score: -8172978.000000 Penalty: 5363.055664 Iteration 73Q: 3 clusters Score -8172978 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 43301 members Entering Unmasked Estep Score: -8172981.500000 Penalty: 5363.055664 Iteration 74Q: 3 clusters Score -8172982 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 43325 members Entering Unmasked Estep Score: -8172979.000000 Penalty: 5363.055664 Iteration 75Q: 3 clusters Score -8172979 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 43346 members Entering Unmasked Estep Score: -8173000.000000 Penalty: 5363.055664 Iteration 76Q: 3 clusters Score -8173000 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 43366 members Entering Unmasked Estep Score: -8173002.000000 Penalty: 5363.055664 Iteration 77Q: 3 clusters Score -8173002 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 43378 members Entering Unmasked Estep Score: -8173004.000000 Penalty: 5363.055664 Iteration 78Q: 3 clusters Score -8173004 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 43393 members Entering Unmasked Estep Score: -8173010.500000 Penalty: 5363.055664 Iteration 79Q: 3 clusters Score -8173010 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 43407 members Entering Unmasked Estep Score: -8173019.000000 Penalty: 5363.055664 Iteration 80F: 3 clusters Score -8173019 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 43427 members Entering Unmasked Estep Score: -8173026.500000 Penalty: 5363.055664 Iteration 81Q: 3 clusters Score -8173026 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 43456 members Entering Unmasked Estep Score: -8173024.000000 Penalty: 5363.055664 Iteration 82Q: 3 clusters Score -8173024 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 43489 members Entering Unmasked Estep Score: -8173035.500000 Penalty: 5363.055664 Iteration 83Q: 3 clusters Score -8173036 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 43519 members Entering Unmasked Estep Score: -8173047.500000 Penalty: 5363.055664 Iteration 84Q: 3 clusters Score -8173048 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 43549 members Entering Unmasked Estep Score: -8173066.500000 Penalty: 5363.055664 Iteration 85Q: 3 clusters Score -8173066 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 43575 members Entering Unmasked Estep Score: -8173056.500000 Penalty: 5363.055664 Iteration 86Q: 3 clusters Score -8173056 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 43605 members Entering Unmasked Estep Score: -8173067.500000 Penalty: 5363.055664 Iteration 87Q: 3 clusters Score -8173068 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 43634 members Entering Unmasked Estep Score: -8173082.000000 Penalty: 5363.055664 Iteration 88Q: 3 clusters Score -8173082 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 43660 members Entering Unmasked Estep Score: -8173078.000000 Penalty: 5363.055664 Iteration 89Q: 3 clusters Score -8173078 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 43691 members Entering Unmasked Estep Score: -8173089.500000 Penalty: 5363.055664 Iteration 90Q: 3 clusters Score -8173090 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 43728 members Entering Unmasked Estep Score: -8173109.000000 Penalty: 5363.055664 Iteration 91Q: 3 clusters Score -8173109 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 43765 members Entering Unmasked Estep Score: -8173099.500000 Penalty: 5363.055664 Iteration 92Q: 3 clusters Score -8173100 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 43800 members Entering Unmasked Estep Score: -8173114.000000 Penalty: 5363.055664 Iteration 93Q: 3 clusters Score -8173114 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Mstep: Class 2 contains 43832 members Entering Unmasked Estep Score: -8173116.500000 Penalty: 5363.055664 Iteration 94Q: 3 clusters Score -8173116 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 43850 members Entering Unmasked Estep Score: -8173114.000000 Penalty: 5363.055664 Iteration 95Q: 3 clusters Score -8173114 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 43868 members Entering Unmasked Estep Score: -8173114.000000 Penalty: 5363.055664 Iteration 96Q: 3 clusters Score -8173114 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 43882 members Entering Unmasked Estep Score: -8173117.000000 Penalty: 5363.055664 Iteration 97Q: 3 clusters Score -8173117 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 43886 members Entering Unmasked Estep Score: -8173116.500000 Penalty: 5363.055664 Iteration 98Q: 3 clusters Score -8173116 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 43895 members Entering Unmasked Estep Score: -8173113.500000 Penalty: 5363.055664 Iteration 99Q: 3 clusters Score -8173114 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 43902 members Entering Unmasked Estep Score: -8173113.500000 Penalty: 5363.055664 Iteration 100F: 3 clusters Score -8173114 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 43910 members Entering Unmasked Estep Score: -8173117.500000 Penalty: 5363.055664 Iteration 101Q: 3 clusters Score -8173118 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 43920 members Entering Unmasked Estep Score: -8173106.500000 Penalty: 5363.055664 Iteration 102Q: 3 clusters Score -8173106 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 43925 members Entering Unmasked Estep Score: -8173115.500000 Penalty: 5363.055664 Iteration 103Q: 3 clusters Score -8173116 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 43932 members Entering Unmasked Estep Score: -8173113.000000 Penalty: 5363.055664 Iteration 104Q: 3 clusters Score -8173113 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 43937 members Entering Unmasked Estep Score: -8173114.000000 Penalty: 5363.055664 Iteration 105Q: 3 clusters Score -8173114 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 43943 members Entering Unmasked Estep Score: -8173113.000000 Penalty: 5363.055664 Iteration 106Q: 3 clusters Score -8173113 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 43948 members Entering Unmasked Estep Score: -8173111.000000 Penalty: 5363.055664 Iteration 107Q: 3 clusters Score -8173111 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 43951 members Entering Unmasked Estep Score: -8173104.000000 Penalty: 5363.055664 Iteration 108Q: 3 clusters Score -8173104 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 43955 members Entering Unmasked Estep Score: -8173100.500000 Penalty: 5363.055664 Iteration 109Q: 3 clusters Score -8173100 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 43959 members Entering Unmasked Estep Score: -8173104.000000 Penalty: 5363.055664 Iteration 110Q: 3 clusters Score -8173104 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 43965 members Entering Unmasked Estep Score: -8173108.000000 Penalty: 5363.055664 Iteration 111Q: 3 clusters Score -8173108 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 43969 members Entering Unmasked Estep Score: -8173105.500000 Penalty: 5363.055664 Iteration 112Q: 3 clusters Score -8173106 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 43973 members Entering Unmasked Estep Score: -8173115.500000 Penalty: 5363.055664 Iteration 113Q: 3 clusters Score -8173116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 43979 members Entering Unmasked Estep Score: -8173116.500000 Penalty: 5363.055664 Iteration 114Q: 3 clusters Score -8173116 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 43987 members Entering Unmasked Estep Score: -8173123.500000 Penalty: 5363.055664 Iteration 115Q: 3 clusters Score -8173124 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 44001 members Entering Unmasked Estep Score: -8173109.000000 Penalty: 5363.055664 Iteration 116Q: 3 clusters Score -8173109 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 44020 members Entering Unmasked Estep Score: -8173108.000000 Penalty: 5363.055664 Iteration 117Q: 3 clusters Score -8173108 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 44043 members Entering Unmasked Estep Score: -8173112.000000 Penalty: 5363.055664 Iteration 118Q: 3 clusters Score -8173112 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 44058 members Entering Unmasked Estep Score: -8173098.000000 Penalty: 5363.055664 Iteration 119Q: 3 clusters Score -8173098 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 44076 members Entering Unmasked Estep Score: -8173098.500000 Penalty: 5363.055664 Iteration 120F: 3 clusters Score -8173098 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 44091 members Entering Unmasked Estep Score: -8173112.000000 Penalty: 5363.055664 Iteration 121Q: 3 clusters Score -8173112 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 44112 members Entering Unmasked Estep Score: -8173104.500000 Penalty: 5363.055664 Iteration 122Q: 3 clusters Score -8173104 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 44128 members Entering Unmasked Estep Score: -8173108.000000 Penalty: 5363.055664 Iteration 123Q: 3 clusters Score -8173108 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 44143 members Entering Unmasked Estep Score: -8173103.500000 Penalty: 5363.055664 Iteration 124Q: 3 clusters Score -8173104 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 44158 members Entering Unmasked Estep Score: -8173113.000000 Penalty: 5363.055664 Iteration 125Q: 3 clusters Score -8173113 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5470 members Mstep: Class 2 contains 44173 members Entering Unmasked Estep Score: -8173115.500000 Penalty: 5363.055664 Iteration 126Q: 3 clusters Score -8173116 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 44186 members Entering Unmasked Estep Score: -8173124.000000 Penalty: 5363.055664 Iteration 127Q: 3 clusters Score -8173124 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 44200 members Entering Unmasked Estep Score: -8173118.000000 Penalty: 5363.055664 Iteration 128Q: 3 clusters Score -8173118 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 44209 members Entering Unmasked Estep Score: -8173113.000000 Penalty: 5363.055664 Iteration 129Q: 3 clusters Score -8173113 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 44222 members Entering Unmasked Estep Score: -8173110.000000 Penalty: 5363.055664 Iteration 130Q: 3 clusters Score -8173110 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 44234 members Entering Unmasked Estep Score: -8173124.000000 Penalty: 5363.055664 Iteration 131Q: 3 clusters Score -8173124 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 44249 members Entering Unmasked Estep Score: -8173121.000000 Penalty: 5363.055664 Iteration 132Q: 3 clusters Score -8173121 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 44265 members Entering Unmasked Estep Score: -8173131.500000 Penalty: 5363.055664 Iteration 133Q: 3 clusters Score -8173132 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 44286 members Entering Unmasked Estep Score: -8173128.500000 Penalty: 5363.055664 Iteration 134Q: 3 clusters Score -8173128 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 44306 members Entering Unmasked Estep Score: -8173133.000000 Penalty: 5363.055664 Iteration 135Q: 3 clusters Score -8173133 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 44330 members Entering Unmasked Estep Score: -8173143.000000 Penalty: 5363.055664 Iteration 136Q: 3 clusters Score -8173143 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 44364 members Entering Unmasked Estep Score: -8173158.500000 Penalty: 5363.055664 Iteration 137Q: 3 clusters Score -8173158 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 44404 members Entering Unmasked Estep Score: -8173173.000000 Penalty: 5363.055664 Iteration 138Q: 3 clusters Score -8173173 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 44443 members Entering Unmasked Estep Score: -8173176.500000 Penalty: 5363.055664 Iteration 139Q: 3 clusters Score -8173176 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 44480 members Entering Unmasked Estep Score: -8173181.000000 Penalty: 5363.055664 Iteration 140F: 3 clusters Score -8173181 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 44520 members Entering Unmasked Estep Score: -8173182.000000 Penalty: 5363.055664 Iteration 141Q: 3 clusters Score -8173182 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 44563 members Entering Unmasked Estep Score: -8173185.500000 Penalty: 5363.055664 Iteration 142Q: 3 clusters Score -8173186 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 44599 members Entering Unmasked Estep Score: -8173182.500000 Penalty: 5363.055664 Iteration 143Q: 3 clusters Score -8173182 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 44627 members Entering Unmasked Estep Score: -8173194.000000 Penalty: 5363.055664 Iteration 144Q: 3 clusters Score -8173194 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 44648 members Entering Unmasked Estep Score: -8173198.000000 Penalty: 5363.055664 Iteration 145Q: 3 clusters Score -8173198 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 44665 members Entering Unmasked Estep Score: -8173194.500000 Penalty: 5363.055664 Iteration 146Q: 3 clusters Score -8173194 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 44677 members Entering Unmasked Estep Score: -8173191.500000 Penalty: 5363.055664 Iteration 147Q: 3 clusters Score -8173192 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 44686 members Entering Unmasked Estep Score: -8173193.000000 Penalty: 5363.055664 Iteration 148Q: 3 clusters Score -8173193 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 44700 members Entering Unmasked Estep Score: -8173205.500000 Penalty: 5363.055664 Iteration 149Q: 3 clusters Score -8173206 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 44712 members Entering Unmasked Estep Score: -8173211.000000 Penalty: 5363.055664 Iteration 150Q: 3 clusters Score -8173211 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 44719 members Entering Unmasked Estep Score: -8173199.000000 Penalty: 5363.055664 Iteration 151Q: 3 clusters Score -8173199 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 44730 members Entering Unmasked Estep Score: -8173194.500000 Penalty: 5363.055664 Iteration 152Q: 3 clusters Score -8173194 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 44735 members Entering Unmasked Estep Score: -8173209.500000 Penalty: 5363.055664 Iteration 153Q: 3 clusters Score -8173210 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 44739 members Entering Unmasked Estep Score: -8173206.500000 Penalty: 5363.055664 Iteration 154Q: 3 clusters Score -8173206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 44739 members Entering Unmasked Estep Score: -8173209.500000 Penalty: 5363.055664 Iteration 155Q: 3 clusters Score -8173210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 44740 members Entering Unmasked Estep Score: -8173204.500000 Penalty: 5363.055664 Iteration 156Q: 3 clusters Score -8173204 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 44740 members Entering Unmasked Estep Score: -8173211.500000 Penalty: 5363.055664 Iteration 157Q: 3 clusters Score -8173212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 44740 members Entering Unmasked Estep Score: -8173211.500000 Penalty: 5363.055664 Iteration 158F: 3 clusters Score -8173212 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Entering Unmasked Estep Score: -28240.878906 Penalty: 1307.703979 Iteration 0F: 2 clusters Score -28240.88 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 98 members Entering Unmasked Estep Score: -27134.304688 Penalty: 2615.407959 Iteration 0F: 3 clusters Score -27134.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -27219.169922 Penalty: 2615.407959 Iteration 1F: 3 clusters Score -27219.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -27240.574219 Penalty: 2615.407959 Iteration 2Q: 3 clusters Score -27240.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -27240.574219 Penalty: 2615.407959 Iteration 3F: 3 clusters Score -27240.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Entering Unmasked Estep Score: -35197.042969 Penalty: 1404.414185 Iteration 0F: 2 clusters Score -35197.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -34004.207031 Penalty: 2808.828369 Iteration 0F: 3 clusters Score -34004.21 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -34157.113281 Penalty: 2808.828369 Iteration 1F: 3 clusters Score -34157.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -34217.480469 Penalty: 2808.828369 Iteration 2F: 3 clusters Score -34217.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -34223.664062 Penalty: 2808.828369 Iteration 3Q: 3 clusters Score -34223.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -34233.632812 Penalty: 2808.828369 Iteration 4Q: 3 clusters Score -34233.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -34240.718750 Penalty: 2808.828369 Iteration 5Q: 3 clusters Score -34240.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -34240.718750 Penalty: 2808.828369 Iteration 6F: 3 clusters Score -34240.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -35033.820312 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -35033.82 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 127 members Entering Unmasked Estep Score: -33825.289062 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -33825.29 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -33950.933594 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -33950.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -33994.886719 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -33994.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -33997.003906 Penalty: 2740.624756 Iteration 3Q: 3 clusters Score -33997 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -34000.066406 Penalty: 2740.624756 Iteration 4Q: 3 clusters Score -34000.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -34000.066406 Penalty: 2740.624756 Iteration 5F: 3 clusters Score -34000.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -53517.562500 Penalty: 1497.983154 Iteration 0F: 2 clusters Score -53517.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -52266.691406 Penalty: 2995.966309 Iteration 0F: 3 clusters Score -52266.69 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -52589.929688 Penalty: 2995.966309 Iteration 1F: 3 clusters Score -52589.93 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -52840.945312 Penalty: 2995.966309 Iteration 2F: 3 clusters Score -52840.95 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -53053.214844 Penalty: 2995.966309 Iteration 3Q: 3 clusters Score -53053.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -53089.046875 Penalty: 2995.966309 Iteration 4Q: 3 clusters Score -53089.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -53122.101562 Penalty: 2995.966309 Iteration 5Q: 3 clusters Score -53122.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -53193.792969 Penalty: 2995.966309 Iteration 6Q: 3 clusters Score -53193.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -53246.429688 Penalty: 2995.966309 Iteration 7Q: 3 clusters Score -53246.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -53270.859375 Penalty: 2995.966309 Iteration 8Q: 3 clusters Score -53270.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -53294.601562 Penalty: 2995.966309 Iteration 9Q: 3 clusters Score -53294.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -53319.417969 Penalty: 2995.966309 Iteration 10Q: 3 clusters Score -53319.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -53333.640625 Penalty: 2995.966309 Iteration 11Q: 3 clusters Score -53333.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -53355.535156 Penalty: 2995.966309 Iteration 12Q: 3 clusters Score -53355.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -53390.667969 Penalty: 2995.966309 Iteration 13Q: 3 clusters Score -53390.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -53408.304688 Penalty: 2995.966309 Iteration 14Q: 3 clusters Score -53408.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -53421.097656 Penalty: 2995.966309 Iteration 15Q: 3 clusters Score -53421.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -53438.605469 Penalty: 2995.966309 Iteration 16Q: 3 clusters Score -53438.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -53445.023438 Penalty: 2995.966309 Iteration 17Q: 3 clusters Score -53445.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -53449.128906 Penalty: 2995.966309 Iteration 18F: 3 clusters Score -53449.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -53475.019531 Penalty: 2995.966309 Iteration 19Q: 3 clusters Score -53475.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -53475.019531 Penalty: 2995.966309 Iteration 20F: 3 clusters Score -53475.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Entering Unmasked Estep Score: -81129.476562 Penalty: 1581.006104 Iteration 0F: 2 clusters Score -81129.48 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 300 members Entering Unmasked Estep Score: -79599.507812 Penalty: 3162.012207 Iteration 0F: 3 clusters Score -79599.51 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -79929.335938 Penalty: 3162.012207 Iteration 1F: 3 clusters Score -79929.34 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -80048.421875 Penalty: 3162.012207 Iteration 2F: 3 clusters Score -80048.42 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -80171.953125 Penalty: 3162.012207 Iteration 3F: 3 clusters Score -80171.95 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -80376.046875 Penalty: 3162.012207 Iteration 4F: 3 clusters Score -80376.05 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -80502.648438 Penalty: 3162.012207 Iteration 5F: 3 clusters Score -80502.65 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -80592.414062 Penalty: 3162.012207 Iteration 6Q: 3 clusters Score -80592.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -80628.398438 Penalty: 3162.012207 Iteration 7Q: 3 clusters Score -80628.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -80662.085938 Penalty: 3162.012207 Iteration 8Q: 3 clusters Score -80662.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -80691.296875 Penalty: 3162.012207 Iteration 9Q: 3 clusters Score -80691.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -80704.234375 Penalty: 3162.012207 Iteration 10Q: 3 clusters Score -80704.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -80706.937500 Penalty: 3162.012207 Iteration 11Q: 3 clusters Score -80706.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -80709.609375 Penalty: 3162.012207 Iteration 12Q: 3 clusters Score -80709.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -80709.609375 Penalty: 3162.012207 Iteration 13F: 3 clusters Score -80709.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Entering Unmasked Estep Score: -1424325.000000 Penalty: 2258.034912 Iteration 0F: 2 clusters Score -1424325 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -1417290.625000 Penalty: 4516.069824 Iteration 0F: 3 clusters Score -1417291 nChanged 3744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -1419355.875000 Penalty: 4516.069824 Iteration 1F: 3 clusters Score -1419356 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -1419659.000000 Penalty: 4516.069824 Iteration 2F: 3 clusters Score -1419659 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -1419873.750000 Penalty: 4516.069824 Iteration 3F: 3 clusters Score -1419874 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -1420060.500000 Penalty: 4516.069824 Iteration 4Q: 3 clusters Score -1420060 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -1420239.375000 Penalty: 4516.069824 Iteration 5Q: 3 clusters Score -1420239 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -1420404.750000 Penalty: 4516.069824 Iteration 6Q: 3 clusters Score -1420405 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -1420578.250000 Penalty: 4516.069824 Iteration 7Q: 3 clusters Score -1420578 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -1420762.500000 Penalty: 4516.069824 Iteration 8Q: 3 clusters Score -1420762 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -1420935.000000 Penalty: 4516.069824 Iteration 9Q: 3 clusters Score -1420935 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -1421094.375000 Penalty: 4516.069824 Iteration 10Q: 3 clusters Score -1421094 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -1421240.500000 Penalty: 4516.069824 Iteration 11Q: 3 clusters Score -1421240 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -1421366.500000 Penalty: 4516.069824 Iteration 12Q: 3 clusters Score -1421366 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -1421493.875000 Penalty: 4516.069824 Iteration 13Q: 3 clusters Score -1421494 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -1421595.000000 Penalty: 4516.069824 Iteration 14Q: 3 clusters Score -1421595 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -1421682.750000 Penalty: 4516.069824 Iteration 15Q: 3 clusters Score -1421683 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -1421758.000000 Penalty: 4516.069824 Iteration 16Q: 3 clusters Score -1421758 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -1421839.250000 Penalty: 4516.069824 Iteration 17Q: 3 clusters Score -1421839 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -1421905.500000 Penalty: 4516.069824 Iteration 18Q: 3 clusters Score -1421906 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -1421969.500000 Penalty: 4516.069824 Iteration 19Q: 3 clusters Score -1421970 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 7098 members Entering Unmasked Estep Score: -1422021.125000 Penalty: 4516.069824 Iteration 20F: 3 clusters Score -1422021 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -1422075.375000 Penalty: 4516.069824 Iteration 21Q: 3 clusters Score -1422075 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 7251 members Entering Unmasked Estep Score: -1422109.875000 Penalty: 4516.069824 Iteration 22Q: 3 clusters Score -1422110 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -1422149.375000 Penalty: 4516.069824 Iteration 23Q: 3 clusters Score -1422149 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 7375 members Entering Unmasked Estep Score: -1422186.750000 Penalty: 4516.069824 Iteration 24Q: 3 clusters Score -1422187 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -1422217.125000 Penalty: 4516.069824 Iteration 25Q: 3 clusters Score -1422217 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -1422240.625000 Penalty: 4516.069824 Iteration 26Q: 3 clusters Score -1422241 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 7510 members Entering Unmasked Estep Score: -1422269.375000 Penalty: 4516.069824 Iteration 27Q: 3 clusters Score -1422269 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -1422292.250000 Penalty: 4516.069824 Iteration 28Q: 3 clusters Score -1422292 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -1422321.125000 Penalty: 4516.069824 Iteration 29Q: 3 clusters Score -1422321 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -1422350.625000 Penalty: 4516.069824 Iteration 30Q: 3 clusters Score -1422351 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -1422387.375000 Penalty: 4516.069824 Iteration 31Q: 3 clusters Score -1422387 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 7749 members Entering Unmasked Estep Score: -1422413.625000 Penalty: 4516.069824 Iteration 32Q: 3 clusters Score -1422414 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 7789 members Entering Unmasked Estep Score: -1422437.250000 Penalty: 4516.069824 Iteration 33Q: 3 clusters Score -1422437 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -1422464.250000 Penalty: 4516.069824 Iteration 34Q: 3 clusters Score -1422464 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -1422486.625000 Penalty: 4516.069824 Iteration 35Q: 3 clusters Score -1422487 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -1422507.500000 Penalty: 4516.069824 Iteration 36Q: 3 clusters Score -1422508 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -1422521.375000 Penalty: 4516.069824 Iteration 37Q: 3 clusters Score -1422521 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -1422529.250000 Penalty: 4516.069824 Iteration 38Q: 3 clusters Score -1422529 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -1422538.000000 Penalty: 4516.069824 Iteration 39Q: 3 clusters Score -1422538 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 7948 members Entering Unmasked Estep Score: -1422545.875000 Penalty: 4516.069824 Iteration 40F: 3 clusters Score -1422546 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -1422549.375000 Penalty: 4516.069824 Iteration 41Q: 3 clusters Score -1422549 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -1422552.500000 Penalty: 4516.069824 Iteration 42Q: 3 clusters Score -1422552 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -1422554.625000 Penalty: 4516.069824 Iteration 43Q: 3 clusters Score -1422555 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -1422560.125000 Penalty: 4516.069824 Iteration 44Q: 3 clusters Score -1422560 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -1422561.500000 Penalty: 4516.069824 Iteration 45Q: 3 clusters Score -1422562 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -1422564.375000 Penalty: 4516.069824 Iteration 46Q: 3 clusters Score -1422564 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -1422568.875000 Penalty: 4516.069824 Iteration 47Q: 3 clusters Score -1422569 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -1422572.000000 Penalty: 4516.069824 Iteration 48Q: 3 clusters Score -1422572 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -1422570.500000 Penalty: 4516.069824 Iteration 49Q: 3 clusters Score -1422570 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 7993 members Entering Unmasked Estep Score: -1422571.750000 Penalty: 4516.069824 Iteration 50Q: 3 clusters Score -1422572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 7994 members Entering Unmasked Estep Score: -1422572.375000 Penalty: 4516.069824 Iteration 51Q: 3 clusters Score -1422572 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 7994 members Entering Unmasked Estep Score: -1422572.375000 Penalty: 4516.069824 Iteration 52F: 3 clusters Score -1422572 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23868 members Entering Unmasked Estep Score: -3883447.500000 Penalty: 2499.912842 Iteration 0F: 2 clusters Score -3883448 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11947 members Mstep: Class 2 contains 11921 members Entering Unmasked Estep Score: -3866868.750000 Penalty: 4999.825684 Iteration 0F: 3 clusters Score -3866869 nChanged 10627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11754 members Mstep: Class 2 contains 12114 members Entering Unmasked Estep Score: -3872766.750000 Penalty: 4999.825684 Iteration 1F: 3 clusters Score -3872767 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11659 members Mstep: Class 2 contains 12209 members Entering Unmasked Estep Score: -3873448.500000 Penalty: 4999.825684 Iteration 2F: 3 clusters Score -3873448 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11605 members Mstep: Class 2 contains 12263 members Entering Unmasked Estep Score: -3874157.000000 Penalty: 4999.825684 Iteration 3F: 3 clusters Score -3874157 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11536 members Mstep: Class 2 contains 12332 members Entering Unmasked Estep Score: -3874829.000000 Penalty: 4999.825684 Iteration 4F: 3 clusters Score -3874829 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11457 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -3875467.000000 Penalty: 4999.825684 Iteration 5F: 3 clusters Score -3875467 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 12456 members Entering Unmasked Estep Score: -3876097.500000 Penalty: 4999.825684 Iteration 6F: 3 clusters Score -3876098 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 12485 members Entering Unmasked Estep Score: -3876648.500000 Penalty: 4999.825684 Iteration 7Q: 3 clusters Score -3876648 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11355 members Mstep: Class 2 contains 12513 members Entering Unmasked Estep Score: -3877106.250000 Penalty: 4999.825684 Iteration 8Q: 3 clusters Score -3877106 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11333 members Mstep: Class 2 contains 12535 members Entering Unmasked Estep Score: -3877480.250000 Penalty: 4999.825684 Iteration 9Q: 3 clusters Score -3877480 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11314 members Mstep: Class 2 contains 12554 members Entering Unmasked Estep Score: -3877793.500000 Penalty: 4999.825684 Iteration 10Q: 3 clusters Score -3877794 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 12625 members Entering Unmasked Estep Score: -3878080.250000 Penalty: 4999.825684 Iteration 11Q: 3 clusters Score -3878080 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11158 members Mstep: Class 2 contains 12710 members Entering Unmasked Estep Score: -3878314.000000 Penalty: 4999.825684 Iteration 12Q: 3 clusters Score -3878314 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Mstep: Class 2 contains 12814 members Entering Unmasked Estep Score: -3878527.500000 Penalty: 4999.825684 Iteration 13Q: 3 clusters Score -3878528 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 12893 members Entering Unmasked Estep Score: -3878657.500000 Penalty: 4999.825684 Iteration 14Q: 3 clusters Score -3878658 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10908 members Mstep: Class 2 contains 12960 members Entering Unmasked Estep Score: -3878752.500000 Penalty: 4999.825684 Iteration 15Q: 3 clusters Score -3878752 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10814 members Mstep: Class 2 contains 13054 members Entering Unmasked Estep Score: -3878801.750000 Penalty: 4999.825684 Iteration 16Q: 3 clusters Score -3878802 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10732 members Mstep: Class 2 contains 13136 members Entering Unmasked Estep Score: -3878845.750000 Penalty: 4999.825684 Iteration 17Q: 3 clusters Score -3878846 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10656 members Mstep: Class 2 contains 13212 members Entering Unmasked Estep Score: -3878859.250000 Penalty: 4999.825684 Iteration 18Q: 3 clusters Score -3878859 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10572 members Mstep: Class 2 contains 13296 members Entering Unmasked Estep Score: -3878897.500000 Penalty: 4999.825684 Iteration 19Q: 3 clusters Score -3878898 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10487 members Mstep: Class 2 contains 13381 members Entering Unmasked Estep Score: -3878918.750000 Penalty: 4999.825684 Iteration 20F: 3 clusters Score -3878919 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10398 members Mstep: Class 2 contains 13470 members Entering Unmasked Estep Score: -3878933.500000 Penalty: 4999.825684 Iteration 21Q: 3 clusters Score -3878934 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -3878956.500000 Penalty: 4999.825684 Iteration 22Q: 3 clusters Score -3878956 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10237 members Mstep: Class 2 contains 13631 members Entering Unmasked Estep Score: -3878983.500000 Penalty: 4999.825684 Iteration 23Q: 3 clusters Score -3878984 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10166 members Mstep: Class 2 contains 13702 members Entering Unmasked Estep Score: -3878985.000000 Penalty: 4999.825684 Iteration 24Q: 3 clusters Score -3878985 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 13771 members Entering Unmasked Estep Score: -3878999.000000 Penalty: 4999.825684 Iteration 25Q: 3 clusters Score -3878999 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10037 members Mstep: Class 2 contains 13831 members Entering Unmasked Estep Score: -3879015.750000 Penalty: 4999.825684 Iteration 26Q: 3 clusters Score -3879016 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 13908 members Entering Unmasked Estep Score: -3879011.500000 Penalty: 4999.825684 Iteration 27Q: 3 clusters Score -3879012 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9883 members Mstep: Class 2 contains 13985 members Entering Unmasked Estep Score: -3879025.750000 Penalty: 4999.825684 Iteration 28Q: 3 clusters Score -3879026 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9791 members Mstep: Class 2 contains 14077 members Entering Unmasked Estep Score: -3879040.750000 Penalty: 4999.825684 Iteration 29Q: 3 clusters Score -3879041 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9705 members Mstep: Class 2 contains 14163 members Entering Unmasked Estep Score: -3879058.750000 Penalty: 4999.825684 Iteration 30Q: 3 clusters Score -3879059 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9602 members Mstep: Class 2 contains 14266 members Entering Unmasked Estep Score: -3879076.750000 Penalty: 4999.825684 Iteration 31Q: 3 clusters Score -3879077 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 14386 members Entering Unmasked Estep Score: -3879091.750000 Penalty: 4999.825684 Iteration 32Q: 3 clusters Score -3879092 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9360 members Mstep: Class 2 contains 14508 members Entering Unmasked Estep Score: -3879116.250000 Penalty: 4999.825684 Iteration 33Q: 3 clusters Score -3879116 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9230 members Mstep: Class 2 contains 14638 members Entering Unmasked Estep Score: -3879140.250000 Penalty: 4999.825684 Iteration 34Q: 3 clusters Score -3879140 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9092 members Mstep: Class 2 contains 14776 members Entering Unmasked Estep Score: -3879158.000000 Penalty: 4999.825684 Iteration 35Q: 3 clusters Score -3879158 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8964 members Mstep: Class 2 contains 14904 members Entering Unmasked Estep Score: -3879177.250000 Penalty: 4999.825684 Iteration 36Q: 3 clusters Score -3879177 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8820 members Mstep: Class 2 contains 15048 members Entering Unmasked Estep Score: -3879200.000000 Penalty: 4999.825684 Iteration 37Q: 3 clusters Score -3879200 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 15227 members Entering Unmasked Estep Score: -3879239.750000 Penalty: 4999.825684 Iteration 38Q: 3 clusters Score -3879240 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8442 members Mstep: Class 2 contains 15426 members Entering Unmasked Estep Score: -3879274.000000 Penalty: 4999.825684 Iteration 39Q: 3 clusters Score -3879274 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8248 members Mstep: Class 2 contains 15620 members Entering Unmasked Estep Score: -3879296.750000 Penalty: 4999.825684 Iteration 40F: 3 clusters Score -3879297 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 15823 members Entering Unmasked Estep Score: -3879347.250000 Penalty: 4999.825684 Iteration 41Q: 3 clusters Score -3879347 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 16044 members Entering Unmasked Estep Score: -3879400.000000 Penalty: 4999.825684 Iteration 42Q: 3 clusters Score -3879400 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Mstep: Class 2 contains 16276 members Entering Unmasked Estep Score: -3879452.750000 Penalty: 4999.825684 Iteration 43Q: 3 clusters Score -3879453 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7337 members Mstep: Class 2 contains 16531 members Entering Unmasked Estep Score: -3879506.250000 Penalty: 4999.825684 Iteration 44Q: 3 clusters Score -3879506 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7050 members Mstep: Class 2 contains 16818 members Entering Unmasked Estep Score: -3879569.500000 Penalty: 4999.825684 Iteration 45Q: 3 clusters Score -3879570 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 17104 members Entering Unmasked Estep Score: -3879659.000000 Penalty: 4999.825684 Iteration 46Q: 3 clusters Score -3879659 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 17411 members Entering Unmasked Estep Score: -3879738.250000 Penalty: 4999.825684 Iteration 47Q: 3 clusters Score -3879738 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 17701 members Entering Unmasked Estep Score: -3879822.250000 Penalty: 4999.825684 Iteration 48Q: 3 clusters Score -3879822 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 18012 members Entering Unmasked Estep Score: -3879912.500000 Penalty: 4999.825684 Iteration 49Q: 3 clusters Score -3879912 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 18330 members Entering Unmasked Estep Score: -3880024.500000 Penalty: 4999.825684 Iteration 50Q: 3 clusters Score -3880024 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 18652 members Entering Unmasked Estep Score: -3880137.250000 Penalty: 4999.825684 Iteration 51Q: 3 clusters Score -3880137 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 18987 members Entering Unmasked Estep Score: -3880248.250000 Penalty: 4999.825684 Iteration 52Q: 3 clusters Score -3880248 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 19315 members Entering Unmasked Estep Score: -3880372.500000 Penalty: 4999.825684 Iteration 53Q: 3 clusters Score -3880372 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 19645 members Entering Unmasked Estep Score: -3880515.250000 Penalty: 4999.825684 Iteration 54Q: 3 clusters Score -3880515 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 19993 members Entering Unmasked Estep Score: -3880650.000000 Penalty: 4999.825684 Iteration 55Q: 3 clusters Score -3880650 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 20343 members Entering Unmasked Estep Score: -3880790.000000 Penalty: 4999.825684 Iteration 56Q: 3 clusters Score -3880790 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 20667 members Entering Unmasked Estep Score: -3880940.500000 Penalty: 4999.825684 Iteration 57Q: 3 clusters Score -3880940 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 20996 members Entering Unmasked Estep Score: -3881112.000000 Penalty: 4999.825684 Iteration 58Q: 3 clusters Score -3881112 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 21308 members Entering Unmasked Estep Score: -3881283.000000 Penalty: 4999.825684 Iteration 59Q: 3 clusters Score -3881283 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 21593 members Entering Unmasked Estep Score: -3881445.250000 Penalty: 4999.825684 Iteration 60F: 3 clusters Score -3881445 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 21844 members Entering Unmasked Estep Score: -3881604.000000 Penalty: 4999.825684 Iteration 61Q: 3 clusters Score -3881604 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 22060 members Entering Unmasked Estep Score: -3881781.750000 Penalty: 4999.825684 Iteration 62Q: 3 clusters Score -3881782 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 22222 members Entering Unmasked Estep Score: -3881903.750000 Penalty: 4999.825684 Iteration 63Q: 3 clusters Score -3881904 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 22330 members Entering Unmasked Estep Score: -3881984.750000 Penalty: 4999.825684 Iteration 64Q: 3 clusters Score -3881985 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 22424 members Entering Unmasked Estep Score: -3882045.000000 Penalty: 4999.825684 Iteration 65Q: 3 clusters Score -3882045 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 22495 members Entering Unmasked Estep Score: -3882113.750000 Penalty: 4999.825684 Iteration 66Q: 3 clusters Score -3882114 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 22558 members Entering Unmasked Estep Score: -3882161.250000 Penalty: 4999.825684 Iteration 67Q: 3 clusters Score -3882161 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 22604 members Entering Unmasked Estep Score: -3882194.000000 Penalty: 4999.825684 Iteration 68Q: 3 clusters Score -3882194 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 22634 members Entering Unmasked Estep Score: -3882202.750000 Penalty: 4999.825684 Iteration 69Q: 3 clusters Score -3882203 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 22652 members Entering Unmasked Estep Score: -3882224.000000 Penalty: 4999.825684 Iteration 70Q: 3 clusters Score -3882224 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 22674 members Entering Unmasked Estep Score: -3882233.250000 Penalty: 4999.825684 Iteration 71Q: 3 clusters Score -3882233 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 22692 members Entering Unmasked Estep Score: -3882246.000000 Penalty: 4999.825684 Iteration 72Q: 3 clusters Score -3882246 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 22704 members Entering Unmasked Estep Score: -3882256.500000 Penalty: 4999.825684 Iteration 73Q: 3 clusters Score -3882256 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 22718 members Entering Unmasked Estep Score: -3882257.500000 Penalty: 4999.825684 Iteration 74Q: 3 clusters Score -3882258 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 22738 members Entering Unmasked Estep Score: -3882268.750000 Penalty: 4999.825684 Iteration 75Q: 3 clusters Score -3882269 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 22753 members Entering Unmasked Estep Score: -3882281.000000 Penalty: 4999.825684 Iteration 76Q: 3 clusters Score -3882281 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 22767 members Entering Unmasked Estep Score: -3882285.000000 Penalty: 4999.825684 Iteration 77Q: 3 clusters Score -3882285 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 22781 members Entering Unmasked Estep Score: -3882282.000000 Penalty: 4999.825684 Iteration 78Q: 3 clusters Score -3882282 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 22787 members Entering Unmasked Estep Score: -3882285.000000 Penalty: 4999.825684 Iteration 79Q: 3 clusters Score -3882285 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 22794 members Entering Unmasked Estep Score: -3882301.250000 Penalty: 4999.825684 Iteration 80F: 3 clusters Score -3882301 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 22792 members Entering Unmasked Estep Score: -3882312.250000 Penalty: 4999.825684 Iteration 81Q: 3 clusters Score -3882312 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 22789 members Entering Unmasked Estep Score: -3882320.250000 Penalty: 4999.825684 Iteration 82Q: 3 clusters Score -3882320 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 22789 members Entering Unmasked Estep Score: -3882321.500000 Penalty: 4999.825684 Iteration 83Q: 3 clusters Score -3882322 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 22791 members Entering Unmasked Estep Score: -3882323.250000 Penalty: 4999.825684 Iteration 84Q: 3 clusters Score -3882323 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 22790 members Entering Unmasked Estep Score: -3882322.750000 Penalty: 4999.825684 Iteration 85Q: 3 clusters Score -3882323 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 22789 members Entering Unmasked Estep Score: -3882328.750000 Penalty: 4999.825684 Iteration 86Q: 3 clusters Score -3882329 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 22787 members Entering Unmasked Estep Score: -3882331.250000 Penalty: 4999.825684 Iteration 87Q: 3 clusters Score -3882331 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 22787 members Entering Unmasked Estep Score: -3882331.250000 Penalty: 4999.825684 Iteration 88F: 3 clusters Score -3882331 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -77143.625000 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -77143.62 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 268 members Entering Unmasked Estep Score: -75595.195312 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -75595.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -75853.468750 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -75853.47 nChanged 34 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: -75961.460938 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -75961.46 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -76038.695312 Penalty: 3131.519775 Iteration 3Q: 3 clusters Score -76038.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -76083.078125 Penalty: 3131.519775 Iteration 4Q: 3 clusters Score -76083.08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -76134.882812 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -76134.88 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -76178.609375 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -76178.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -76214.835938 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -76214.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -76268.187500 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -76268.19 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -76328.226562 Penalty: 3131.519775 Iteration 9Q: 3 clusters Score -76328.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -76392.382812 Penalty: 3131.519775 Iteration 10Q: 3 clusters Score -76392.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -76461.335938 Penalty: 3131.519775 Iteration 11Q: 3 clusters Score -76461.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -76495.273438 Penalty: 3131.519775 Iteration 12Q: 3 clusters Score -76495.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -76511.046875 Penalty: 3131.519775 Iteration 13Q: 3 clusters Score -76511.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -76537.492188 Penalty: 3131.519775 Iteration 14Q: 3 clusters Score -76537.49 nChanged 7 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: -76559.820312 Penalty: 3131.519775 Iteration 15Q: 3 clusters Score -76559.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -76576.812500 Penalty: 3131.519775 Iteration 16Q: 3 clusters Score -76576.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -76592.515625 Penalty: 3131.519775 Iteration 17Q: 3 clusters Score -76592.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -76601.257812 Penalty: 3131.519775 Iteration 18Q: 3 clusters Score -76601.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -76618.523438 Penalty: 3131.519775 Iteration 19Q: 3 clusters Score -76618.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -76625.835938 Penalty: 3131.519775 Iteration 20F: 3 clusters Score -76625.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -76640.101562 Penalty: 3131.519775 Iteration 21Q: 3 clusters Score -76640.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -76652.593750 Penalty: 3131.519775 Iteration 22Q: 3 clusters Score -76652.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -76659.234375 Penalty: 3131.519775 Iteration 23Q: 3 clusters Score -76659.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -76667.734375 Penalty: 3131.519775 Iteration 24Q: 3 clusters Score -76667.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -76684.148438 Penalty: 3131.519775 Iteration 25Q: 3 clusters Score -76684.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -76690.960938 Penalty: 3131.519775 Iteration 26Q: 3 clusters Score -76690.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -76690.960938 Penalty: 3131.519775 Iteration 27F: 3 clusters Score -76690.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -78637.601562 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -78637.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -77127.445312 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -77127.45 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -77597.992188 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -77597.99 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -77951.507812 Penalty: 3167.892090 Iteration 2F: 3 clusters Score -77951.51 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -78360.679688 Penalty: 3167.892090 Iteration 3F: 3 clusters Score -78360.68 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -78631.945312 Penalty: 3167.892090 Iteration 4F: 3 clusters Score -78631.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -78695.101562 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -78695.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -78709.085938 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -78709.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -78724.687500 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -78724.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -78753.148438 Penalty: 3167.892090 Iteration 8Q: 3 clusters Score -78753.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -78812.289062 Penalty: 3167.892090 Iteration 9Q: 3 clusters Score -78812.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -78906.710938 Penalty: 3167.892090 Iteration 10Q: 3 clusters Score -78906.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -78981.960938 Penalty: 3167.892090 Iteration 11Q: 3 clusters Score -78981.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -79041.992188 Penalty: 3167.892090 Iteration 12Q: 3 clusters Score -79041.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -79113.867188 Penalty: 3167.892090 Iteration 13Q: 3 clusters Score -79113.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -79166.992188 Penalty: 3167.892090 Iteration 14Q: 3 clusters Score -79166.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -79177.484375 Penalty: 3167.892090 Iteration 15Q: 3 clusters Score -79177.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -79191.109375 Penalty: 3167.892090 Iteration 16Q: 3 clusters Score -79191.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -79219.585938 Penalty: 3167.892090 Iteration 17Q: 3 clusters Score -79219.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -79240.273438 Penalty: 3167.892090 Iteration 18Q: 3 clusters Score -79240.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -79268.265625 Penalty: 3167.892090 Iteration 19Q: 3 clusters Score -79268.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -79295.375000 Penalty: 3167.892090 Iteration 20F: 3 clusters Score -79295.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -79301.281250 Penalty: 3167.892090 Iteration 21Q: 3 clusters Score -79301.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -79301.281250 Penalty: 3167.892090 Iteration 22F: 3 clusters Score -79301.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41858 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49643 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9000 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 333 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40019 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10459 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Mstep: Class 27 contains 261 members Entering Unmasked Estep Score: -37746000.000000 Penalty: 82835.382812 Splitting cluster 18 changes total score from -37746792.000000 to -37746000.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (28354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28354 members Entering Unmasked Estep Score: -4555900.000000 Penalty: 2542.625732 Iteration 0F: 2 clusters Score -4555900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14244 members Mstep: Class 2 contains 14110 members Entering Unmasked Estep Score: -4536538.500000 Penalty: 5085.251465 Iteration 0F: 3 clusters Score -4536538 nChanged 12763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14719 members Mstep: Class 2 contains 13635 members Entering Unmasked Estep Score: -4543690.000000 Penalty: 5085.251465 Iteration 1F: 3 clusters Score -4543690 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15040 members Mstep: Class 2 contains 13314 members Entering Unmasked Estep Score: -4544139.500000 Penalty: 5085.251465 Iteration 2Q: 3 clusters Score -4544140 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15491 members Mstep: Class 2 contains 12863 members Entering Unmasked Estep Score: -4544592.500000 Penalty: 5085.251465 Iteration 3Q: 3 clusters Score -4544592 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16119 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -4545045.500000 Penalty: 5085.251465 Iteration 4Q: 3 clusters Score -4545046 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16953 members Mstep: Class 2 contains 11401 members Entering Unmasked Estep Score: -4545641.000000 Penalty: 5085.251465 Iteration 5Q: 3 clusters Score -4545641 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17940 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -4546358.500000 Penalty: 5085.251465 Iteration 6Q: 3 clusters Score -4546358 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19159 members Mstep: Class 2 contains 9195 members Entering Unmasked Estep Score: -4547227.500000 Penalty: 5085.251465 Iteration 7F: 3 clusters Score -4547228 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20548 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -4548211.000000 Penalty: 5085.251465 Iteration 8F: 3 clusters Score -4548211 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21955 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -4549245.000000 Penalty: 5085.251465 Iteration 9F: 3 clusters Score -4549245 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23400 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -4550399.500000 Penalty: 5085.251465 Iteration 10F: 3 clusters Score -4550400 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24691 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -4551483.500000 Penalty: 5085.251465 Iteration 11Q: 3 clusters Score -4551484 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25678 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -4552239.500000 Penalty: 5085.251465 Iteration 12Q: 3 clusters Score -4552240 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26458 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -4552869.000000 Penalty: 5085.251465 Iteration 13Q: 3 clusters Score -4552869 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26975 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -4553281.000000 Penalty: 5085.251465 Iteration 14Q: 3 clusters Score -4553281 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27302 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -4553544.000000 Penalty: 5085.251465 Iteration 15Q: 3 clusters Score -4553544 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27520 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -4553710.500000 Penalty: 5085.251465 Iteration 16Q: 3 clusters Score -4553710 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27663 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -4553831.500000 Penalty: 5085.251465 Iteration 17Q: 3 clusters Score -4553832 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27751 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -4553892.000000 Penalty: 5085.251465 Iteration 18Q: 3 clusters Score -4553892 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27803 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -4553947.000000 Penalty: 5085.251465 Iteration 19Q: 3 clusters Score -4553947 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27835 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -4553972.500000 Penalty: 5085.251465 Iteration 20F: 3 clusters Score -4553972 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27861 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -4553993.000000 Penalty: 5085.251465 Iteration 21Q: 3 clusters Score -4553993 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27873 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -4554004.000000 Penalty: 5085.251465 Iteration 22Q: 3 clusters Score -4554004 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27882 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -4554013.000000 Penalty: 5085.251465 Iteration 23Q: 3 clusters Score -4554013 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27894 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -4554016.000000 Penalty: 5085.251465 Iteration 24Q: 3 clusters Score -4554016 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27901 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -4554022.500000 Penalty: 5085.251465 Iteration 25Q: 3 clusters Score -4554022 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27909 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -4554039.500000 Penalty: 5085.251465 Iteration 26Q: 3 clusters Score -4554040 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27922 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -4554050.000000 Penalty: 5085.251465 Iteration 27Q: 3 clusters Score -4554050 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27929 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -4554056.500000 Penalty: 5085.251465 Iteration 28Q: 3 clusters Score -4554056 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27936 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -4554064.000000 Penalty: 5085.251465 Iteration 29Q: 3 clusters Score -4554064 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27940 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -4554068.500000 Penalty: 5085.251465 Iteration 30Q: 3 clusters Score -4554068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27944 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -4554072.500000 Penalty: 5085.251465 Iteration 31Q: 3 clusters Score -4554072 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27945 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -4554074.500000 Penalty: 5085.251465 Iteration 32Q: 3 clusters Score -4554074 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27947 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -4554072.000000 Penalty: 5085.251465 Iteration 33Q: 3 clusters Score -4554072 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27947 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -4554072.000000 Penalty: 5085.251465 Iteration 34F: 3 clusters Score -4554072 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Entering Unmasked Estep Score: -709643.812500 Penalty: 2076.927490 Iteration 0F: 2 clusters Score -709643.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -705668.375000 Penalty: 4153.854980 Iteration 0F: 3 clusters Score -705668.4 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -707039.687500 Penalty: 4153.854980 Iteration 1F: 3 clusters Score -707039.7 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -707659.250000 Penalty: 4153.854980 Iteration 2F: 3 clusters Score -707659.2 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -708063.750000 Penalty: 4153.854980 Iteration 3F: 3 clusters Score -708063.8 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -708320.312500 Penalty: 4153.854980 Iteration 4F: 3 clusters Score -708320.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -708456.500000 Penalty: 4153.854980 Iteration 5Q: 3 clusters Score -708456.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -708532.187500 Penalty: 4153.854980 Iteration 6Q: 3 clusters Score -708532.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -708582.187500 Penalty: 4153.854980 Iteration 7Q: 3 clusters Score -708582.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -708616.000000 Penalty: 4153.854980 Iteration 8Q: 3 clusters Score -708616 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -708649.687500 Penalty: 4153.854980 Iteration 9Q: 3 clusters Score -708649.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -708674.250000 Penalty: 4153.854980 Iteration 10Q: 3 clusters Score -708674.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -708694.875000 Penalty: 4153.854980 Iteration 11Q: 3 clusters Score -708694.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -708708.937500 Penalty: 4153.854980 Iteration 12Q: 3 clusters Score -708708.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -708717.750000 Penalty: 4153.854980 Iteration 13Q: 3 clusters Score -708717.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -708721.937500 Penalty: 4153.854980 Iteration 14Q: 3 clusters Score -708721.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -708727.562500 Penalty: 4153.854980 Iteration 15Q: 3 clusters Score -708727.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -708728.625000 Penalty: 4153.854980 Iteration 16Q: 3 clusters Score -708728.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -708733.562500 Penalty: 4153.854980 Iteration 17Q: 3 clusters Score -708733.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -708735.562500 Penalty: 4153.854980 Iteration 18Q: 3 clusters Score -708735.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -708737.375000 Penalty: 4153.854980 Iteration 19Q: 3 clusters Score -708737.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -708737.875000 Penalty: 4153.854980 Iteration 20F: 3 clusters Score -708737.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -708739.312500 Penalty: 4153.854980 Iteration 21Q: 3 clusters Score -708739.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -708740.437500 Penalty: 4153.854980 Iteration 22Q: 3 clusters Score -708740.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -708740.437500 Penalty: 4153.854980 Iteration 23F: 3 clusters Score -708740.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (40019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40019 members Entering Unmasked Estep Score: -6506533.500000 Penalty: 2628.083252 Iteration 0F: 2 clusters Score -6506534 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20056 members Mstep: Class 2 contains 19963 members Entering Unmasked Estep Score: -6479622.000000 Penalty: 5256.166504 Iteration 0F: 3 clusters Score -6479622 nChanged 18349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20585 members Mstep: Class 2 contains 19434 members Entering Unmasked Estep Score: -6489736.000000 Penalty: 5256.166504 Iteration 1F: 3 clusters Score -6489736 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21067 members Mstep: Class 2 contains 18952 members Entering Unmasked Estep Score: -6490523.500000 Penalty: 5256.166504 Iteration 2Q: 3 clusters Score -6490524 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21881 members Mstep: Class 2 contains 18138 members Entering Unmasked Estep Score: -6491467.500000 Penalty: 5256.166504 Iteration 3F: 3 clusters Score -6491468 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23192 members Mstep: Class 2 contains 16827 members Entering Unmasked Estep Score: -6492865.000000 Penalty: 5256.166504 Iteration 4F: 3 clusters Score -6492865 nChanged 2753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25025 members Mstep: Class 2 contains 14994 members Entering Unmasked Estep Score: -6494795.500000 Penalty: 5256.166504 Iteration 5F: 3 clusters Score -6494796 nChanged 3007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27188 members Mstep: Class 2 contains 12831 members Entering Unmasked Estep Score: -6497200.000000 Penalty: 5256.166504 Iteration 6F: 3 clusters Score -6497200 nChanged 2754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29192 members Mstep: Class 2 contains 10827 members Entering Unmasked Estep Score: -6499511.500000 Penalty: 5256.166504 Iteration 7F: 3 clusters Score -6499512 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30670 members Mstep: Class 2 contains 9349 members Entering Unmasked Estep Score: -6501349.500000 Penalty: 5256.166504 Iteration 8F: 3 clusters Score -6501350 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31664 members Mstep: Class 2 contains 8355 members Entering Unmasked Estep Score: -6502473.000000 Penalty: 5256.166504 Iteration 9Q: 3 clusters Score -6502473 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32300 members Mstep: Class 2 contains 7719 members Entering Unmasked Estep Score: -6503119.500000 Penalty: 5256.166504 Iteration 10Q: 3 clusters Score -6503120 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32792 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -6503538.000000 Penalty: 5256.166504 Iteration 11Q: 3 clusters Score -6503538 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33166 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -6503810.000000 Penalty: 5256.166504 Iteration 12Q: 3 clusters Score -6503810 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33496 members Mstep: Class 2 contains 6523 members Entering Unmasked Estep Score: -6503981.500000 Penalty: 5256.166504 Iteration 13Q: 3 clusters Score -6503982 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33807 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -6504172.500000 Penalty: 5256.166504 Iteration 14Q: 3 clusters Score -6504172 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34084 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -6504291.000000 Penalty: 5256.166504 Iteration 15Q: 3 clusters Score -6504291 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34357 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -6504388.500000 Penalty: 5256.166504 Iteration 16Q: 3 clusters Score -6504388 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34612 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -6504492.500000 Penalty: 5256.166504 Iteration 17Q: 3 clusters Score -6504492 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34840 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -6504595.000000 Penalty: 5256.166504 Iteration 18Q: 3 clusters Score -6504595 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35075 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -6504725.000000 Penalty: 5256.166504 Iteration 19Q: 3 clusters Score -6504725 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35301 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -6504814.500000 Penalty: 5256.166504 Iteration 20F: 3 clusters Score -6504814 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35501 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -6504863.000000 Penalty: 5256.166504 Iteration 21Q: 3 clusters Score -6504863 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35671 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -6504944.000000 Penalty: 5256.166504 Iteration 22Q: 3 clusters Score -6504944 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35816 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -6505004.500000 Penalty: 5256.166504 Iteration 23Q: 3 clusters Score -6505004 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35950 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -6505046.500000 Penalty: 5256.166504 Iteration 24Q: 3 clusters Score -6505046 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36085 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -6505076.000000 Penalty: 5256.166504 Iteration 25Q: 3 clusters Score -6505076 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36234 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -6505114.000000 Penalty: 5256.166504 Iteration 26Q: 3 clusters Score -6505114 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36382 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -6505170.000000 Penalty: 5256.166504 Iteration 27Q: 3 clusters Score -6505170 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36545 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -6505243.500000 Penalty: 5256.166504 Iteration 28Q: 3 clusters Score -6505244 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36685 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -6505294.500000 Penalty: 5256.166504 Iteration 29Q: 3 clusters Score -6505294 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36785 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -6505317.000000 Penalty: 5256.166504 Iteration 30Q: 3 clusters Score -6505317 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36890 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -6505333.000000 Penalty: 5256.166504 Iteration 31Q: 3 clusters Score -6505333 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36980 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -6505377.000000 Penalty: 5256.166504 Iteration 32Q: 3 clusters Score -6505377 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37066 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -6505424.500000 Penalty: 5256.166504 Iteration 33Q: 3 clusters Score -6505424 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37126 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -6505454.500000 Penalty: 5256.166504 Iteration 34Q: 3 clusters Score -6505454 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37170 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -6505471.500000 Penalty: 5256.166504 Iteration 35Q: 3 clusters Score -6505472 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37209 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -6505470.000000 Penalty: 5256.166504 Iteration 36Q: 3 clusters Score -6505470 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37254 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -6505480.500000 Penalty: 5256.166504 Iteration 37Q: 3 clusters Score -6505480 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37287 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -6505487.000000 Penalty: 5256.166504 Iteration 38Q: 3 clusters Score -6505487 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37329 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -6505501.000000 Penalty: 5256.166504 Iteration 39Q: 3 clusters Score -6505501 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37362 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -6505498.500000 Penalty: 5256.166504 Iteration 40F: 3 clusters Score -6505498 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37389 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -6505508.500000 Penalty: 5256.166504 Iteration 41Q: 3 clusters Score -6505508 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37410 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -6505519.000000 Penalty: 5256.166504 Iteration 42Q: 3 clusters Score -6505519 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37434 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -6505538.500000 Penalty: 5256.166504 Iteration 43Q: 3 clusters Score -6505538 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37457 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -6505547.500000 Penalty: 5256.166504 Iteration 44Q: 3 clusters Score -6505548 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37473 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -6505551.000000 Penalty: 5256.166504 Iteration 45Q: 3 clusters Score -6505551 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37482 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -6505546.500000 Penalty: 5256.166504 Iteration 46Q: 3 clusters Score -6505546 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37492 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -6505549.500000 Penalty: 5256.166504 Iteration 47Q: 3 clusters Score -6505550 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37500 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -6505551.000000 Penalty: 5256.166504 Iteration 48Q: 3 clusters Score -6505551 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37504 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -6505551.500000 Penalty: 5256.166504 Iteration 49Q: 3 clusters Score -6505552 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37509 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -6505553.500000 Penalty: 5256.166504 Iteration 50Q: 3 clusters Score -6505554 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37514 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -6505552.500000 Penalty: 5256.166504 Iteration 51Q: 3 clusters Score -6505552 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37516 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -6505551.500000 Penalty: 5256.166504 Iteration 52Q: 3 clusters Score -6505552 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37520 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -6505557.500000 Penalty: 5256.166504 Iteration 53Q: 3 clusters Score -6505558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37524 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -6505554.500000 Penalty: 5256.166504 Iteration 54Q: 3 clusters Score -6505554 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37527 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -6505554.000000 Penalty: 5256.166504 Iteration 55Q: 3 clusters Score -6505554 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37531 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -6505553.000000 Penalty: 5256.166504 Iteration 56Q: 3 clusters Score -6505553 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37532 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -6505560.000000 Penalty: 5256.166504 Iteration 57Q: 3 clusters Score -6505560 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37534 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -6505548.500000 Penalty: 5256.166504 Iteration 58Q: 3 clusters Score -6505548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37538 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -6505555.500000 Penalty: 5256.166504 Iteration 59Q: 3 clusters Score -6505556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37539 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -6505561.000000 Penalty: 5256.166504 Iteration 60F: 3 clusters Score -6505561 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Entering Unmasked Estep Score: -24654.728516 Penalty: 1303.858887 Iteration 0F: 2 clusters Score -24654.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -23632.378906 Penalty: 2607.717773 Iteration 0F: 3 clusters Score -23632.38 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -23792.443359 Penalty: 2607.717773 Iteration 1F: 3 clusters Score -23792.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -23830.531250 Penalty: 2607.717773 Iteration 2Q: 3 clusters Score -23830.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -23845.128906 Penalty: 2607.717773 Iteration 3Q: 3 clusters Score -23845.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -23848.916016 Penalty: 2607.717773 Iteration 4Q: 3 clusters Score -23848.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -23848.916016 Penalty: 2607.717773 Iteration 5F: 3 clusters Score -23848.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Entering Unmasked Estep Score: -22130.876953 Penalty: 1345.387573 Iteration 0F: 2 clusters Score -22130.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -21246.367188 Penalty: 2690.775146 Iteration 0F: 3 clusters Score -21246.37 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -21389.373047 Penalty: 2690.775146 Iteration 1F: 3 clusters Score -21389.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -21463.822266 Penalty: 2690.775146 Iteration 2F: 3 clusters Score -21463.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -21533.998047 Penalty: 2690.775146 Iteration 3F: 3 clusters Score -21534 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -21661.566406 Penalty: 2690.775146 Iteration 4F: 3 clusters Score -21661.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -21707.312500 Penalty: 2690.775146 Iteration 5Q: 3 clusters Score -21707.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -21739.812500 Penalty: 2690.775146 Iteration 6Q: 3 clusters Score -21739.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -21744.771484 Penalty: 2690.775146 Iteration 7Q: 3 clusters Score -21744.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -21744.771484 Penalty: 2690.775146 Iteration 8F: 3 clusters Score -21744.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (10459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10459 members Entering Unmasked Estep Score: -1666261.500000 Penalty: 2295.294189 Iteration 0F: 2 clusters Score -1666262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -1658327.625000 Penalty: 4590.588379 Iteration 0F: 3 clusters Score -1658328 nChanged 4395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -1660681.000000 Penalty: 4590.588379 Iteration 1F: 3 clusters Score -1660681 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -1661079.875000 Penalty: 4590.588379 Iteration 2F: 3 clusters Score -1661080 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -1661440.625000 Penalty: 4590.588379 Iteration 3F: 3 clusters Score -1661441 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -1661799.375000 Penalty: 4590.588379 Iteration 4F: 3 clusters Score -1661799 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1662129.125000 Penalty: 4590.588379 Iteration 5F: 3 clusters Score -1662129 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -1662443.500000 Penalty: 4590.588379 Iteration 6Q: 3 clusters Score -1662444 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -1662726.000000 Penalty: 4590.588379 Iteration 7Q: 3 clusters Score -1662726 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -1662975.000000 Penalty: 4590.588379 Iteration 8Q: 3 clusters Score -1662975 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6979 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -1663172.500000 Penalty: 4590.588379 Iteration 9Q: 3 clusters Score -1663172 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -1663354.500000 Penalty: 4590.588379 Iteration 10Q: 3 clusters Score -1663354 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -1663508.375000 Penalty: 4590.588379 Iteration 11Q: 3 clusters Score -1663508 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1663623.000000 Penalty: 4590.588379 Iteration 12Q: 3 clusters Score -1663623 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -1663713.375000 Penalty: 4590.588379 Iteration 13Q: 3 clusters Score -1663713 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7959 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -1663794.875000 Penalty: 4590.588379 Iteration 14Q: 3 clusters Score -1663795 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8090 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -1663864.000000 Penalty: 4590.588379 Iteration 15Q: 3 clusters Score -1663864 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8202 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -1663930.000000 Penalty: 4590.588379 Iteration 16Q: 3 clusters Score -1663930 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -1663991.250000 Penalty: 4590.588379 Iteration 17Q: 3 clusters Score -1663991 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8392 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -1664049.250000 Penalty: 4590.588379 Iteration 18Q: 3 clusters Score -1664049 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -1664123.375000 Penalty: 4590.588379 Iteration 19Q: 3 clusters Score -1664123 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -1664188.000000 Penalty: 4590.588379 Iteration 20F: 3 clusters Score -1664188 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -1664255.375000 Penalty: 4590.588379 Iteration 21Q: 3 clusters Score -1664255 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8726 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -1664332.125000 Penalty: 4590.588379 Iteration 22Q: 3 clusters Score -1664332 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -1664414.875000 Penalty: 4590.588379 Iteration 23Q: 3 clusters Score -1664415 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8837 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -1664479.375000 Penalty: 4590.588379 Iteration 24Q: 3 clusters Score -1664479 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -1664540.500000 Penalty: 4590.588379 Iteration 25Q: 3 clusters Score -1664540 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8929 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -1664576.500000 Penalty: 4590.588379 Iteration 26Q: 3 clusters Score -1664576 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8951 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -1664593.125000 Penalty: 4590.588379 Iteration 27Q: 3 clusters Score -1664593 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8972 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -1664601.625000 Penalty: 4590.588379 Iteration 28Q: 3 clusters Score -1664602 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -1664614.500000 Penalty: 4590.588379 Iteration 29Q: 3 clusters Score -1664614 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -1664619.000000 Penalty: 4590.588379 Iteration 30Q: 3 clusters Score -1664619 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8995 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -1664624.000000 Penalty: 4590.588379 Iteration 31Q: 3 clusters Score -1664624 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8996 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1664630.000000 Penalty: 4590.588379 Iteration 32Q: 3 clusters Score -1664630 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -1664632.375000 Penalty: 4590.588379 Iteration 33Q: 3 clusters Score -1664632 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9004 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1664636.875000 Penalty: 4590.588379 Iteration 34Q: 3 clusters Score -1664637 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -1664637.750000 Penalty: 4590.588379 Iteration 35Q: 3 clusters Score -1664638 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9014 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1664639.625000 Penalty: 4590.588379 Iteration 36Q: 3 clusters Score -1664640 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9016 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -1664645.125000 Penalty: 4590.588379 Iteration 37Q: 3 clusters Score -1664645 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9019 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -1664642.000000 Penalty: 4590.588379 Iteration 38Q: 3 clusters Score -1664642 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9020 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1664642.375000 Penalty: 4590.588379 Iteration 39Q: 3 clusters Score -1664642 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9019 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -1664640.250000 Penalty: 4590.588379 Iteration 40F: 3 clusters Score -1664640 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (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: -110414.875000 Penalty: 1631.654297 Iteration 0F: 2 clusters Score -110414.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -108745.445312 Penalty: 3263.308594 Iteration 0F: 3 clusters Score -108745.4 nChanged 154 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: -108983.070312 Penalty: 3263.308594 Iteration 1F: 3 clusters Score -108983.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -109068.843750 Penalty: 3263.308594 Iteration 2F: 3 clusters Score -109068.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -109122.054688 Penalty: 3263.308594 Iteration 3Q: 3 clusters Score -109122.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -109156.468750 Penalty: 3263.308594 Iteration 4Q: 3 clusters Score -109156.5 nChanged 11 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: -109173.867188 Penalty: 3263.308594 Iteration 5Q: 3 clusters Score -109173.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -109185.257812 Penalty: 3263.308594 Iteration 6Q: 3 clusters Score -109185.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -109194.265625 Penalty: 3263.308594 Iteration 7Q: 3 clusters Score -109194.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -109218.085938 Penalty: 3263.308594 Iteration 8Q: 3 clusters Score -109218.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -109223.929688 Penalty: 3263.308594 Iteration 9Q: 3 clusters Score -109223.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -109225.273438 Penalty: 3263.308594 Iteration 10Q: 3 clusters Score -109225.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -109225.273438 Penalty: 3263.308594 Iteration 11F: 3 clusters Score -109225.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (9733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9733 members Entering Unmasked Estep Score: -1614867.375000 Penalty: 2277.452637 Iteration 0F: 2 clusters Score -1614867 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -1607269.500000 Penalty: 4554.905273 Iteration 0F: 3 clusters Score -1607270 nChanged 4090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -1609538.500000 Penalty: 4554.905273 Iteration 1F: 3 clusters Score -1609538 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -1609913.875000 Penalty: 4554.905273 Iteration 2F: 3 clusters Score -1609914 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1610253.875000 Penalty: 4554.905273 Iteration 3F: 3 clusters Score -1610254 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1610643.125000 Penalty: 4554.905273 Iteration 4F: 3 clusters Score -1610643 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1611104.875000 Penalty: 4554.905273 Iteration 5F: 3 clusters Score -1611105 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1611599.000000 Penalty: 4554.905273 Iteration 6F: 3 clusters Score -1611599 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -1612080.375000 Penalty: 4554.905273 Iteration 7F: 3 clusters Score -1612080 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1612459.500000 Penalty: 4554.905273 Iteration 8F: 3 clusters Score -1612460 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -1612672.500000 Penalty: 4554.905273 Iteration 9Q: 3 clusters Score -1612672 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1612787.000000 Penalty: 4554.905273 Iteration 10Q: 3 clusters Score -1612787 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -1612845.250000 Penalty: 4554.905273 Iteration 11Q: 3 clusters Score -1612845 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1612894.625000 Penalty: 4554.905273 Iteration 12Q: 3 clusters Score -1612895 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -1612937.375000 Penalty: 4554.905273 Iteration 13Q: 3 clusters Score -1612937 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1612969.000000 Penalty: 4554.905273 Iteration 14Q: 3 clusters Score -1612969 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -1612998.500000 Penalty: 4554.905273 Iteration 15Q: 3 clusters Score -1612998 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -1613028.000000 Penalty: 4554.905273 Iteration 16Q: 3 clusters Score -1613028 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1613055.375000 Penalty: 4554.905273 Iteration 17Q: 3 clusters Score -1613055 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -1613075.500000 Penalty: 4554.905273 Iteration 18Q: 3 clusters Score -1613076 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -1613094.625000 Penalty: 4554.905273 Iteration 19Q: 3 clusters Score -1613095 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -1613107.375000 Penalty: 4554.905273 Iteration 20F: 3 clusters Score -1613107 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -1613114.125000 Penalty: 4554.905273 Iteration 21Q: 3 clusters Score -1613114 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -1613121.750000 Penalty: 4554.905273 Iteration 22Q: 3 clusters Score -1613122 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -1613131.250000 Penalty: 4554.905273 Iteration 23Q: 3 clusters Score -1613131 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -1613135.500000 Penalty: 4554.905273 Iteration 24Q: 3 clusters Score -1613136 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -1613141.625000 Penalty: 4554.905273 Iteration 25Q: 3 clusters Score -1613142 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -1613148.500000 Penalty: 4554.905273 Iteration 26Q: 3 clusters Score -1613148 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -1613153.750000 Penalty: 4554.905273 Iteration 27Q: 3 clusters Score -1613154 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -1613165.375000 Penalty: 4554.905273 Iteration 28Q: 3 clusters Score -1613165 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -1613174.125000 Penalty: 4554.905273 Iteration 29Q: 3 clusters Score -1613174 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1613182.375000 Penalty: 4554.905273 Iteration 30Q: 3 clusters Score -1613182 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -1613190.500000 Penalty: 4554.905273 Iteration 31Q: 3 clusters Score -1613190 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -1613193.875000 Penalty: 4554.905273 Iteration 32Q: 3 clusters Score -1613194 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -1613196.750000 Penalty: 4554.905273 Iteration 33Q: 3 clusters Score -1613197 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -1613201.750000 Penalty: 4554.905273 Iteration 34Q: 3 clusters Score -1613202 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -1613204.250000 Penalty: 4554.905273 Iteration 35Q: 3 clusters Score -1613204 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -1613208.875000 Penalty: 4554.905273 Iteration 36Q: 3 clusters Score -1613209 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -1613208.875000 Penalty: 4554.905273 Iteration 37Q: 3 clusters Score -1613209 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -1613213.000000 Penalty: 4554.905273 Iteration 38Q: 3 clusters Score -1613213 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -1613218.500000 Penalty: 4554.905273 Iteration 39Q: 3 clusters Score -1613218 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -1613219.500000 Penalty: 4554.905273 Iteration 40F: 3 clusters Score -1613220 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -1613219.250000 Penalty: 4554.905273 Iteration 41Q: 3 clusters Score -1613219 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -1613215.125000 Penalty: 4554.905273 Iteration 42Q: 3 clusters Score -1613215 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -1613219.625000 Penalty: 4554.905273 Iteration 43Q: 3 clusters Score -1613220 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -1613221.250000 Penalty: 4554.905273 Iteration 44Q: 3 clusters Score -1613221 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -1613227.125000 Penalty: 4554.905273 Iteration 45Q: 3 clusters Score -1613227 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -1613231.750000 Penalty: 4554.905273 Iteration 46Q: 3 clusters Score -1613232 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -1613232.500000 Penalty: 4554.905273 Iteration 47Q: 3 clusters Score -1613232 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -1613233.875000 Penalty: 4554.905273 Iteration 48Q: 3 clusters Score -1613234 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -1613233.750000 Penalty: 4554.905273 Iteration 49Q: 3 clusters Score -1613234 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -1613235.625000 Penalty: 4554.905273 Iteration 50Q: 3 clusters Score -1613236 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -1613238.125000 Penalty: 4554.905273 Iteration 51Q: 3 clusters Score -1613238 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -1613239.625000 Penalty: 4554.905273 Iteration 52Q: 3 clusters Score -1613240 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -1613238.250000 Penalty: 4554.905273 Iteration 53Q: 3 clusters Score -1613238 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -1613240.000000 Penalty: 4554.905273 Iteration 54Q: 3 clusters Score -1613240 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -1613240.125000 Penalty: 4554.905273 Iteration 55Q: 3 clusters Score -1613240 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -1613237.750000 Penalty: 4554.905273 Iteration 56Q: 3 clusters Score -1613238 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -1613241.875000 Penalty: 4554.905273 Iteration 57Q: 3 clusters Score -1613242 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -1613242.250000 Penalty: 4554.905273 Iteration 58Q: 3 clusters Score -1613242 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -1613242.750000 Penalty: 4554.905273 Iteration 59Q: 3 clusters Score -1613243 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -1613248.625000 Penalty: 4554.905273 Iteration 60F: 3 clusters Score -1613249 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -1613250.000000 Penalty: 4554.905273 Iteration 61Q: 3 clusters Score -1613250 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -1613250.250000 Penalty: 4554.905273 Iteration 62Q: 3 clusters Score -1613250 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -1613253.375000 Penalty: 4554.905273 Iteration 63Q: 3 clusters Score -1613253 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -1613260.250000 Penalty: 4554.905273 Iteration 64Q: 3 clusters Score -1613260 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1613261.125000 Penalty: 4554.905273 Iteration 65Q: 3 clusters Score -1613261 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -1613262.750000 Penalty: 4554.905273 Iteration 66Q: 3 clusters Score -1613263 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -1613263.875000 Penalty: 4554.905273 Iteration 67Q: 3 clusters Score -1613264 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -1613266.625000 Penalty: 4554.905273 Iteration 68Q: 3 clusters Score -1613267 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -1613263.500000 Penalty: 4554.905273 Iteration 69Q: 3 clusters Score -1613264 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -1613263.500000 Penalty: 4554.905273 Iteration 70Q: 3 clusters Score -1613264 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -1613263.125000 Penalty: 4554.905273 Iteration 71Q: 3 clusters Score -1613263 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -1613265.375000 Penalty: 4554.905273 Iteration 72Q: 3 clusters Score -1613265 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -1613264.250000 Penalty: 4554.905273 Iteration 73Q: 3 clusters Score -1613264 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -1613264.250000 Penalty: 4554.905273 Iteration 74Q: 3 clusters Score -1613264 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -1613265.375000 Penalty: 4554.905273 Iteration 75Q: 3 clusters Score -1613265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 5545 members Entering Unmasked Estep Score: -1613264.375000 Penalty: 4554.905273 Iteration 76Q: 3 clusters Score -1613264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -1613266.125000 Penalty: 4554.905273 Iteration 77Q: 3 clusters Score -1613266 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -1613265.500000 Penalty: 4554.905273 Iteration 78Q: 3 clusters Score -1613266 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -1613270.000000 Penalty: 4554.905273 Iteration 79Q: 3 clusters Score -1613270 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -1613271.125000 Penalty: 4554.905273 Iteration 80F: 3 clusters Score -1613271 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -1613271.125000 Penalty: 4554.905273 Iteration 81Q: 3 clusters Score -1613271 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1613274.500000 Penalty: 4554.905273 Iteration 82Q: 3 clusters Score -1613274 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -1613277.250000 Penalty: 4554.905273 Iteration 83Q: 3 clusters Score -1613277 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -1613275.750000 Penalty: 4554.905273 Iteration 84Q: 3 clusters Score -1613276 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -1613279.875000 Penalty: 4554.905273 Iteration 85Q: 3 clusters Score -1613280 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -1613280.875000 Penalty: 4554.905273 Iteration 86Q: 3 clusters Score -1613281 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -1613283.250000 Penalty: 4554.905273 Iteration 87Q: 3 clusters Score -1613283 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -1613283.750000 Penalty: 4554.905273 Iteration 88Q: 3 clusters Score -1613284 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1613283.750000 Penalty: 4554.905273 Iteration 89Q: 3 clusters Score -1613284 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -1613285.125000 Penalty: 4554.905273 Iteration 90Q: 3 clusters Score -1613285 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -1613287.375000 Penalty: 4554.905273 Iteration 91Q: 3 clusters Score -1613287 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -1613287.500000 Penalty: 4554.905273 Iteration 92Q: 3 clusters Score -1613288 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -1613284.875000 Penalty: 4554.905273 Iteration 93Q: 3 clusters Score -1613285 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -1613285.750000 Penalty: 4554.905273 Iteration 94Q: 3 clusters Score -1613286 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -1613285.875000 Penalty: 4554.905273 Iteration 95Q: 3 clusters Score -1613286 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -1613289.750000 Penalty: 4554.905273 Iteration 96Q: 3 clusters Score -1613290 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -1613288.250000 Penalty: 4554.905273 Iteration 97Q: 3 clusters Score -1613288 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -1613288.250000 Penalty: 4554.905273 Iteration 98F: 3 clusters Score -1613288 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41858 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49643 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9000 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40019 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10459 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746804.000000 Penalty: 79767.406250 Iteration 239Q: 27 clusters Score -3.77468e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41844 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49661 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8998 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40019 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10457 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746800.000000 Penalty: 79767.406250 Iteration 240F: 27 clusters Score -3.77468e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41844 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49662 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8996 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40020 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10457 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746796.000000 Penalty: 79767.406250 Iteration 241Q: 27 clusters Score -3.77468e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41832 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49677 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8996 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40018 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10457 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746764.000000 Penalty: 79767.406250 Iteration 242Q: 27 clusters Score -3.774676e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41818 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49694 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8996 members Mstep: Class 16 contains 23868 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40018 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10454 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746744.000000 Penalty: 79767.406250 Iteration 243Q: 27 clusters Score -3.774674e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41806 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49707 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8994 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40022 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10452 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746744.000000 Penalty: 79767.406250 Iteration 244Q: 27 clusters Score -3.774674e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41803 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49711 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8992 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40023 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10452 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746764.000000 Penalty: 79767.406250 Iteration 245Q: 27 clusters Score -3.774676e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41793 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49722 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8995 members Mstep: Class 16 contains 23867 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40020 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10451 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746736.000000 Penalty: 79767.406250 Iteration 246Q: 27 clusters Score -3.774674e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41790 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49727 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 9000 members Mstep: Class 16 contains 23866 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40017 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10448 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746716.000000 Penalty: 79767.406250 Iteration 247Q: 27 clusters Score -3.774672e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41784 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49736 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8996 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40018 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10449 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746664.000000 Penalty: 79767.406250 Iteration 248Q: 27 clusters Score -3.774666e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41769 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49753 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8991 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40019 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10451 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746604.000000 Penalty: 79767.406250 Iteration 249Q: 27 clusters Score -3.77466e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41752 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49775 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8988 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40019 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10450 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746616.000000 Penalty: 79767.406250 Iteration 250Q: 27 clusters Score -3.774662e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41741 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49788 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8986 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40018 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10451 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746608.000000 Penalty: 79767.406250 Iteration 251Q: 27 clusters Score -3.774661e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41736 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49793 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8983 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40021 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10451 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746648.000000 Penalty: 79767.406250 Iteration 252Q: 27 clusters Score -3.774665e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41730 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49799 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8984 members Mstep: Class 16 contains 23863 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40022 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10450 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746660.000000 Penalty: 79767.406250 Iteration 253Q: 27 clusters Score -3.774666e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41721 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49808 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8985 members Mstep: Class 16 contains 23863 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40022 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10450 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746668.000000 Penalty: 79767.406250 Iteration 254Q: 27 clusters Score -3.774667e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41714 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49819 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8983 members Mstep: Class 16 contains 23863 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40020 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10450 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746688.000000 Penalty: 79767.406250 Iteration 255Q: 27 clusters Score -3.774669e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41714 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49819 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8984 members Mstep: Class 16 contains 23863 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40019 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10450 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746664.000000 Penalty: 79767.406250 Iteration 256Q: 27 clusters Score -3.774666e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41710 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49828 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8981 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40017 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10448 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746676.000000 Penalty: 79767.406250 Iteration 257Q: 27 clusters Score -3.774668e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41702 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49837 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8980 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40016 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10449 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746652.000000 Penalty: 79767.406250 Iteration 258Q: 27 clusters Score -3.774665e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41696 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49847 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8976 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40016 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10449 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746644.000000 Penalty: 79767.406250 Iteration 259Q: 27 clusters Score -3.774664e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41685 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49861 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8973 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40018 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10447 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746648.000000 Penalty: 79767.406250 Iteration 260F: 27 clusters Score -3.774665e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41686 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49865 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8969 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40019 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10445 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746652.000000 Penalty: 79767.406250 Iteration 261Q: 27 clusters Score -3.774665e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41682 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49873 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8965 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40019 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10445 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746672.000000 Penalty: 79767.406250 Iteration 262Q: 27 clusters Score -3.774667e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41685 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49871 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8965 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40018 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10445 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746676.000000 Penalty: 79767.406250 Iteration 263Q: 27 clusters Score -3.774668e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41681 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49876 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8966 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40015 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10446 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746640.000000 Penalty: 79767.406250 Iteration 264Q: 27 clusters Score -3.774664e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41668 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49895 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8965 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40013 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10443 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746624.000000 Penalty: 79767.406250 Iteration 265Q: 27 clusters Score -3.774662e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41669 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49900 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8962 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28354 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40012 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10441 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746612.000000 Penalty: 79767.406250 Iteration 266Q: 27 clusters Score -3.774661e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41660 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49908 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8963 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28353 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40012 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10442 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746584.000000 Penalty: 79767.406250 Iteration 267Q: 27 clusters Score -3.774658e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41653 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49913 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8964 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28352 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40014 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10442 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746572.000000 Penalty: 79767.406250 Iteration 268Q: 27 clusters Score -3.774657e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41646 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49917 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8967 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28352 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40015 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10441 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746612.000000 Penalty: 79767.406250 Iteration 269Q: 27 clusters Score -3.774661e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41638 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49925 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8967 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28352 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40015 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10441 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746608.000000 Penalty: 79767.406250 Iteration 270Q: 27 clusters Score -3.774661e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41636 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49929 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8965 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28352 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40015 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10441 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746576.000000 Penalty: 79767.406250 Iteration 271Q: 27 clusters Score -3.774658e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41637 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49929 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8966 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28352 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40014 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10440 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746612.000000 Penalty: 79767.406250 Iteration 272Q: 27 clusters Score -3.774661e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41636 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49935 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8965 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28352 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40012 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10438 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746604.000000 Penalty: 79767.406250 Iteration 273Q: 27 clusters Score -3.77466e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41637 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49936 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8964 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28352 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40012 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10437 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746608.000000 Penalty: 79767.406250 Iteration 274Q: 27 clusters Score -3.774661e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41628 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49942 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8966 members Mstep: Class 16 contains 23864 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28352 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40013 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10437 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746600.000000 Penalty: 79767.406250 Iteration 275Q: 27 clusters Score -3.77466e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41619 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49952 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8966 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28352 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40012 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10436 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746596.000000 Penalty: 79767.406250 Iteration 276Q: 27 clusters Score -3.77466e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41613 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49958 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8967 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40012 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10436 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746604.000000 Penalty: 79767.406250 Iteration 277Q: 27 clusters Score -3.77466e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41607 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49967 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8966 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40012 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10434 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746632.000000 Penalty: 79767.406250 Iteration 278Q: 27 clusters Score -3.774663e+07 nChanged 15 Entering ConstructFrom: Score: -37746632.000000 Penalty: 79767.406250 Entering ConstructFrom: Trying to split cluster 1 (509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Entering Unmasked Estep Score: -73103.257812 Penalty: 1545.647095 Iteration 0F: 2 clusters Score -73103.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -71685.140625 Penalty: 3091.294189 Iteration 0F: 3 clusters Score -71685.14 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -71889.601562 Penalty: 3091.294189 Iteration 1F: 3 clusters Score -71889.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -71970.421875 Penalty: 3091.294189 Iteration 2F: 3 clusters Score -71970.42 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -72057.234375 Penalty: 3091.294189 Iteration 3Q: 3 clusters Score -72057.23 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -72170.664062 Penalty: 3091.294189 Iteration 4Q: 3 clusters Score -72170.66 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -72337.281250 Penalty: 3091.294189 Iteration 5F: 3 clusters Score -72337.28 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -72433.507812 Penalty: 3091.294189 Iteration 6Q: 3 clusters Score -72433.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -72493.734375 Penalty: 3091.294189 Iteration 7Q: 3 clusters Score -72493.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -72531.726562 Penalty: 3091.294189 Iteration 8Q: 3 clusters Score -72531.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -72547.781250 Penalty: 3091.294189 Iteration 9Q: 3 clusters Score -72547.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -72550.226562 Penalty: 3091.294189 Iteration 10Q: 3 clusters Score -72550.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -72551.632812 Penalty: 3091.294189 Iteration 11Q: 3 clusters Score -72551.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -72551.632812 Penalty: 3091.294189 Iteration 12F: 3 clusters Score -72551.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Entering Unmasked Estep Score: -20925.148438 Penalty: 1258.643066 Iteration 0F: 2 clusters Score -20925.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -19940.335938 Penalty: 2517.286133 Iteration 0F: 3 clusters Score -19940.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -20037.259766 Penalty: 2517.286133 Iteration 1F: 3 clusters Score -20037.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -20069.691406 Penalty: 2517.286133 Iteration 2Q: 3 clusters Score -20069.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -20069.691406 Penalty: 2517.286133 Iteration 3F: 3 clusters Score -20069.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2087 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Entering Unmasked Estep Score: -313155.343750 Penalty: 1895.583740 Iteration 0F: 2 clusters Score -313155.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -310469.125000 Penalty: 3791.167480 Iteration 0F: 3 clusters Score -310469.1 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -311105.500000 Penalty: 3791.167480 Iteration 1F: 3 clusters Score -311105.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -311438.156250 Penalty: 3791.167480 Iteration 2F: 3 clusters Score -311438.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -311688.468750 Penalty: 3791.167480 Iteration 3F: 3 clusters Score -311688.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -311939.031250 Penalty: 3791.167480 Iteration 4F: 3 clusters Score -311939 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -312146.250000 Penalty: 3791.167480 Iteration 5F: 3 clusters Score -312146.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -312319.687500 Penalty: 3791.167480 Iteration 6Q: 3 clusters Score -312319.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -312465.843750 Penalty: 3791.167480 Iteration 7Q: 3 clusters Score -312465.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -312551.687500 Penalty: 3791.167480 Iteration 8Q: 3 clusters Score -312551.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -312597.750000 Penalty: 3791.167480 Iteration 9Q: 3 clusters Score -312597.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -312640.875000 Penalty: 3791.167480 Iteration 10Q: 3 clusters Score -312640.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -312678.906250 Penalty: 3791.167480 Iteration 11Q: 3 clusters Score -312678.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -312725.375000 Penalty: 3791.167480 Iteration 12Q: 3 clusters Score -312725.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -312755.000000 Penalty: 3791.167480 Iteration 13Q: 3 clusters Score -312755 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -312774.781250 Penalty: 3791.167480 Iteration 14Q: 3 clusters Score -312774.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -312800.812500 Penalty: 3791.167480 Iteration 15Q: 3 clusters Score -312800.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -312821.968750 Penalty: 3791.167480 Iteration 16Q: 3 clusters Score -312822 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -312850.562500 Penalty: 3791.167480 Iteration 17Q: 3 clusters Score -312850.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -312870.562500 Penalty: 3791.167480 Iteration 18Q: 3 clusters Score -312870.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -312891.500000 Penalty: 3791.167480 Iteration 19Q: 3 clusters Score -312891.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -312904.625000 Penalty: 3791.167480 Iteration 20F: 3 clusters Score -312904.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -312920.375000 Penalty: 3791.167480 Iteration 21Q: 3 clusters Score -312920.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -312933.500000 Penalty: 3791.167480 Iteration 22Q: 3 clusters Score -312933.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -312943.656250 Penalty: 3791.167480 Iteration 23Q: 3 clusters Score -312943.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -312949.781250 Penalty: 3791.167480 Iteration 24Q: 3 clusters Score -312949.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -312953.031250 Penalty: 3791.167480 Iteration 25Q: 3 clusters Score -312953 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -312955.156250 Penalty: 3791.167480 Iteration 26Q: 3 clusters Score -312955.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -312956.625000 Penalty: 3791.167480 Iteration 27Q: 3 clusters Score -312956.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -312958.093750 Penalty: 3791.167480 Iteration 28Q: 3 clusters Score -312958.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -312958.406250 Penalty: 3791.167480 Iteration 29Q: 3 clusters Score -312958.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -312958.843750 Penalty: 3791.167480 Iteration 30Q: 3 clusters Score -312958.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -312959.156250 Penalty: 3791.167480 Iteration 31Q: 3 clusters Score -312959.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -312959.156250 Penalty: 3791.167480 Iteration 32F: 3 clusters Score -312959.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Entering Unmasked Estep Score: -951632.687500 Penalty: 2158.922119 Iteration 0F: 2 clusters Score -951632.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -946491.312500 Penalty: 4317.844238 Iteration 0F: 3 clusters Score -946491.3 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -947864.000000 Penalty: 4317.844238 Iteration 1F: 3 clusters Score -947864 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -948222.187500 Penalty: 4317.844238 Iteration 2F: 3 clusters Score -948222.2 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -948565.937500 Penalty: 4317.844238 Iteration 3F: 3 clusters Score -948565.9 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -948945.187500 Penalty: 4317.844238 Iteration 4F: 3 clusters Score -948945.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -949370.750000 Penalty: 4317.844238 Iteration 5F: 3 clusters Score -949370.8 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -949800.562500 Penalty: 4317.844238 Iteration 6F: 3 clusters Score -949800.6 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -950145.437500 Penalty: 4317.844238 Iteration 7F: 3 clusters Score -950145.4 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -950371.375000 Penalty: 4317.844238 Iteration 8Q: 3 clusters Score -950371.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -950500.500000 Penalty: 4317.844238 Iteration 9Q: 3 clusters Score -950500.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -950586.437500 Penalty: 4317.844238 Iteration 10Q: 3 clusters Score -950586.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -950649.000000 Penalty: 4317.844238 Iteration 11Q: 3 clusters Score -950649 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -950688.875000 Penalty: 4317.844238 Iteration 12Q: 3 clusters Score -950688.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -950716.812500 Penalty: 4317.844238 Iteration 13Q: 3 clusters Score -950716.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -950742.562500 Penalty: 4317.844238 Iteration 14Q: 3 clusters Score -950742.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -950756.812500 Penalty: 4317.844238 Iteration 15Q: 3 clusters Score -950756.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -950762.812500 Penalty: 4317.844238 Iteration 16Q: 3 clusters Score -950762.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -950767.687500 Penalty: 4317.844238 Iteration 17Q: 3 clusters Score -950767.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -950769.437500 Penalty: 4317.844238 Iteration 18Q: 3 clusters Score -950769.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -950773.000000 Penalty: 4317.844238 Iteration 19Q: 3 clusters Score -950773 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -950772.500000 Penalty: 4317.844238 Iteration 20F: 3 clusters Score -950772.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -950776.937500 Penalty: 4317.844238 Iteration 21Q: 3 clusters Score -950776.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -950776.812500 Penalty: 4317.844238 Iteration 22Q: 3 clusters Score -950776.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -950779.437500 Penalty: 4317.844238 Iteration 23Q: 3 clusters Score -950779.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -950781.125000 Penalty: 4317.844238 Iteration 24Q: 3 clusters Score -950781.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -950781.125000 Penalty: 4317.844238 Iteration 25Q: 3 clusters Score -950781.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -950783.562500 Penalty: 4317.844238 Iteration 26Q: 3 clusters Score -950783.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -950784.125000 Penalty: 4317.844238 Iteration 27Q: 3 clusters Score -950784.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -950785.250000 Penalty: 4317.844238 Iteration 28Q: 3 clusters Score -950785.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -950788.000000 Penalty: 4317.844238 Iteration 29Q: 3 clusters Score -950788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -950789.750000 Penalty: 4317.844238 Iteration 30Q: 3 clusters Score -950789.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -950791.062500 Penalty: 4317.844238 Iteration 31Q: 3 clusters Score -950791.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -950791.062500 Penalty: 4317.844238 Iteration 32F: 3 clusters Score -950791.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Entering Unmasked Estep Score: -49518.414062 Penalty: 1477.689331 Iteration 0F: 2 clusters Score -49518.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -48222.367188 Penalty: 2955.378662 Iteration 0F: 3 clusters Score -48222.37 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -48385.968750 Penalty: 2955.378662 Iteration 1F: 3 clusters Score -48385.97 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -48525.984375 Penalty: 2955.378662 Iteration 2F: 3 clusters Score -48525.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -48623.667969 Penalty: 2955.378662 Iteration 3F: 3 clusters Score -48623.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -48706.074219 Penalty: 2955.378662 Iteration 4Q: 3 clusters Score -48706.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -48734.949219 Penalty: 2955.378662 Iteration 5Q: 3 clusters Score -48734.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -48748.128906 Penalty: 2955.378662 Iteration 6Q: 3 clusters Score -48748.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -48760.550781 Penalty: 2955.378662 Iteration 7Q: 3 clusters Score -48760.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -48772.156250 Penalty: 2955.378662 Iteration 8Q: 3 clusters Score -48772.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -48776.511719 Penalty: 2955.378662 Iteration 9Q: 3 clusters Score -48776.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -48786.671875 Penalty: 2955.378662 Iteration 10Q: 3 clusters Score -48786.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -48793.589844 Penalty: 2955.378662 Iteration 11Q: 3 clusters Score -48793.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -48799.351562 Penalty: 2955.378662 Iteration 12Q: 3 clusters Score -48799.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -48809.132812 Penalty: 2955.378662 Iteration 13Q: 3 clusters Score -48809.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -48815.136719 Penalty: 2955.378662 Iteration 14Q: 3 clusters Score -48815.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -48823.144531 Penalty: 2955.378662 Iteration 15Q: 3 clusters Score -48823.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -48829.308594 Penalty: 2955.378662 Iteration 16Q: 3 clusters Score -48829.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -48829.308594 Penalty: 2955.378662 Iteration 17F: 3 clusters Score -48829.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Entering Unmasked Estep Score: -188207.796875 Penalty: 1751.848145 Iteration 0F: 2 clusters Score -188207.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -186135.484375 Penalty: 3503.696289 Iteration 0F: 3 clusters Score -186135.5 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -186430.671875 Penalty: 3503.696289 Iteration 1F: 3 clusters Score -186430.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -186564.546875 Penalty: 3503.696289 Iteration 2F: 3 clusters Score -186564.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -186651.078125 Penalty: 3503.696289 Iteration 3Q: 3 clusters Score -186651.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -186722.640625 Penalty: 3503.696289 Iteration 4Q: 3 clusters Score -186722.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -186779.515625 Penalty: 3503.696289 Iteration 5Q: 3 clusters Score -186779.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -186817.890625 Penalty: 3503.696289 Iteration 6Q: 3 clusters Score -186817.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -186837.578125 Penalty: 3503.696289 Iteration 7Q: 3 clusters Score -186837.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -186853.078125 Penalty: 3503.696289 Iteration 8Q: 3 clusters Score -186853.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -186866.281250 Penalty: 3503.696289 Iteration 9Q: 3 clusters Score -186866.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -186881.093750 Penalty: 3503.696289 Iteration 10Q: 3 clusters Score -186881.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -186899.312500 Penalty: 3503.696289 Iteration 11Q: 3 clusters Score -186899.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -186910.593750 Penalty: 3503.696289 Iteration 12Q: 3 clusters Score -186910.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -186920.437500 Penalty: 3503.696289 Iteration 13Q: 3 clusters Score -186920.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -186937.500000 Penalty: 3503.696289 Iteration 14Q: 3 clusters Score -186937.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -186952.328125 Penalty: 3503.696289 Iteration 15Q: 3 clusters Score -186952.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -186970.171875 Penalty: 3503.696289 Iteration 16Q: 3 clusters Score -186970.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -186983.984375 Penalty: 3503.696289 Iteration 17Q: 3 clusters Score -186984 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -186995.781250 Penalty: 3503.696289 Iteration 18Q: 3 clusters Score -186995.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -186999.000000 Penalty: 3503.696289 Iteration 19Q: 3 clusters Score -186999 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -187000.578125 Penalty: 3503.696289 Iteration 20F: 3 clusters Score -187000.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -187001.671875 Penalty: 3503.696289 Iteration 21Q: 3 clusters Score -187001.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -187004.156250 Penalty: 3503.696289 Iteration 22Q: 3 clusters Score -187004.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -187007.093750 Penalty: 3503.696289 Iteration 23Q: 3 clusters Score -187007.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -187011.484375 Penalty: 3503.696289 Iteration 24Q: 3 clusters Score -187011.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -187023.375000 Penalty: 3503.696289 Iteration 25Q: 3 clusters Score -187023.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -187037.125000 Penalty: 3503.696289 Iteration 26Q: 3 clusters Score -187037.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -187044.343750 Penalty: 3503.696289 Iteration 27Q: 3 clusters Score -187044.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -187049.031250 Penalty: 3503.696289 Iteration 28Q: 3 clusters Score -187049 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -187055.562500 Penalty: 3503.696289 Iteration 29Q: 3 clusters Score -187055.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -187058.937500 Penalty: 3503.696289 Iteration 30Q: 3 clusters Score -187058.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -187059.796875 Penalty: 3503.696289 Iteration 31Q: 3 clusters Score -187059.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -187059.796875 Penalty: 3503.696289 Iteration 32F: 3 clusters Score -187059.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (41599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41599 members Entering Unmasked Estep Score: -6938975.500000 Penalty: 2637.686279 Iteration 0F: 2 clusters Score -6938976 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20873 members Mstep: Class 2 contains 20726 members Entering Unmasked Estep Score: -6913117.000000 Penalty: 5275.372559 Iteration 0F: 3 clusters Score -6913117 nChanged 19094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21675 members Mstep: Class 2 contains 19924 members Entering Unmasked Estep Score: -6923603.000000 Penalty: 5275.372559 Iteration 1F: 3 clusters Score -6923603 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22120 members Mstep: Class 2 contains 19479 members Entering Unmasked Estep Score: -6924054.500000 Penalty: 5275.372559 Iteration 2Q: 3 clusters Score -6924054 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22751 members Mstep: Class 2 contains 18848 members Entering Unmasked Estep Score: -6924535.000000 Penalty: 5275.372559 Iteration 3Q: 3 clusters Score -6924535 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23594 members Mstep: Class 2 contains 18005 members Entering Unmasked Estep Score: -6925045.500000 Penalty: 5275.372559 Iteration 4Q: 3 clusters Score -6925046 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24709 members Mstep: Class 2 contains 16890 members Entering Unmasked Estep Score: -6925624.000000 Penalty: 5275.372559 Iteration 5Q: 3 clusters Score -6925624 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26157 members Mstep: Class 2 contains 15442 members Entering Unmasked Estep Score: -6926460.500000 Penalty: 5275.372559 Iteration 6Q: 3 clusters Score -6926460 nChanged 2067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28026 members Mstep: Class 2 contains 13573 members Entering Unmasked Estep Score: -6927592.000000 Penalty: 5275.372559 Iteration 7Q: 3 clusters Score -6927592 nChanged 2377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30223 members Mstep: Class 2 contains 11376 members Entering Unmasked Estep Score: -6929161.000000 Penalty: 5275.372559 Iteration 8F: 3 clusters Score -6929161 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32406 members Mstep: Class 2 contains 9193 members Entering Unmasked Estep Score: -6930910.500000 Penalty: 5275.372559 Iteration 9F: 3 clusters Score -6930910 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34150 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -6932385.000000 Penalty: 5275.372559 Iteration 10Q: 3 clusters Score -6932385 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35386 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -6933485.500000 Penalty: 5275.372559 Iteration 11Q: 3 clusters Score -6933486 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36230 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -6934211.500000 Penalty: 5275.372559 Iteration 12Q: 3 clusters Score -6934212 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36827 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -6934711.000000 Penalty: 5275.372559 Iteration 13Q: 3 clusters Score -6934711 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37277 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -6935055.000000 Penalty: 5275.372559 Iteration 14Q: 3 clusters Score -6935055 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37646 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -6935318.500000 Penalty: 5275.372559 Iteration 15Q: 3 clusters Score -6935318 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37966 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -6935546.500000 Penalty: 5275.372559 Iteration 16Q: 3 clusters Score -6935546 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38243 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -6935699.500000 Penalty: 5275.372559 Iteration 17Q: 3 clusters Score -6935700 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38477 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -6935820.000000 Penalty: 5275.372559 Iteration 18Q: 3 clusters Score -6935820 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38684 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -6935927.000000 Penalty: 5275.372559 Iteration 19Q: 3 clusters Score -6935927 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38845 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -6936026.000000 Penalty: 5275.372559 Iteration 20F: 3 clusters Score -6936026 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38980 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -6936061.000000 Penalty: 5275.372559 Iteration 21Q: 3 clusters Score -6936061 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39089 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -6936093.500000 Penalty: 5275.372559 Iteration 22Q: 3 clusters Score -6936094 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39211 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -6936140.000000 Penalty: 5275.372559 Iteration 23Q: 3 clusters Score -6936140 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39330 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -6936221.000000 Penalty: 5275.372559 Iteration 24Q: 3 clusters Score -6936221 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39435 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -6936283.000000 Penalty: 5275.372559 Iteration 25Q: 3 clusters Score -6936283 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39521 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -6936308.000000 Penalty: 5275.372559 Iteration 26Q: 3 clusters Score -6936308 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39592 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -6936349.500000 Penalty: 5275.372559 Iteration 27Q: 3 clusters Score -6936350 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39680 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -6936385.000000 Penalty: 5275.372559 Iteration 28Q: 3 clusters Score -6936385 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39769 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -6936438.500000 Penalty: 5275.372559 Iteration 29Q: 3 clusters Score -6936438 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39837 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -6936473.000000 Penalty: 5275.372559 Iteration 30Q: 3 clusters Score -6936473 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39889 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -6936508.500000 Penalty: 5275.372559 Iteration 31Q: 3 clusters Score -6936508 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39942 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -6936514.500000 Penalty: 5275.372559 Iteration 32Q: 3 clusters Score -6936514 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39980 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -6936521.500000 Penalty: 5275.372559 Iteration 33Q: 3 clusters Score -6936522 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40013 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -6936545.500000 Penalty: 5275.372559 Iteration 34Q: 3 clusters Score -6936546 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40044 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -6936557.500000 Penalty: 5275.372559 Iteration 35Q: 3 clusters Score -6936558 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40068 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -6936558.500000 Penalty: 5275.372559 Iteration 36Q: 3 clusters Score -6936558 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40086 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -6936579.000000 Penalty: 5275.372559 Iteration 37Q: 3 clusters Score -6936579 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40103 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -6936611.500000 Penalty: 5275.372559 Iteration 38Q: 3 clusters Score -6936612 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40116 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -6936619.000000 Penalty: 5275.372559 Iteration 39Q: 3 clusters Score -6936619 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40127 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -6936619.500000 Penalty: 5275.372559 Iteration 40F: 3 clusters Score -6936620 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40131 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -6936621.000000 Penalty: 5275.372559 Iteration 41Q: 3 clusters Score -6936621 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40134 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -6936618.000000 Penalty: 5275.372559 Iteration 42Q: 3 clusters Score -6936618 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40139 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -6936617.500000 Penalty: 5275.372559 Iteration 43Q: 3 clusters Score -6936618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40141 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -6936622.500000 Penalty: 5275.372559 Iteration 44Q: 3 clusters Score -6936622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40143 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -6936622.000000 Penalty: 5275.372559 Iteration 45Q: 3 clusters Score -6936622 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40148 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -6936625.500000 Penalty: 5275.372559 Iteration 46Q: 3 clusters Score -6936626 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40155 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -6936626.000000 Penalty: 5275.372559 Iteration 47Q: 3 clusters Score -6936626 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40159 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -6936630.500000 Penalty: 5275.372559 Iteration 48Q: 3 clusters Score -6936630 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40165 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -6936634.000000 Penalty: 5275.372559 Iteration 49Q: 3 clusters Score -6936634 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40173 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -6936630.000000 Penalty: 5275.372559 Iteration 50Q: 3 clusters Score -6936630 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40179 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -6936627.500000 Penalty: 5275.372559 Iteration 51Q: 3 clusters Score -6936628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40182 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -6936632.500000 Penalty: 5275.372559 Iteration 52Q: 3 clusters Score -6936632 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40184 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -6936630.500000 Penalty: 5275.372559 Iteration 53Q: 3 clusters Score -6936630 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40186 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -6936634.000000 Penalty: 5275.372559 Iteration 54Q: 3 clusters Score -6936634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40188 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -6936635.000000 Penalty: 5275.372559 Iteration 55Q: 3 clusters Score -6936635 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40192 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -6936630.000000 Penalty: 5275.372559 Iteration 56Q: 3 clusters Score -6936630 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40196 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -6936636.500000 Penalty: 5275.372559 Iteration 57Q: 3 clusters Score -6936636 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40202 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -6936635.000000 Penalty: 5275.372559 Iteration 58Q: 3 clusters Score -6936635 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40208 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -6936633.000000 Penalty: 5275.372559 Iteration 59Q: 3 clusters Score -6936633 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40211 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -6936639.000000 Penalty: 5275.372559 Iteration 60F: 3 clusters Score -6936639 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40217 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -6936640.000000 Penalty: 5275.372559 Iteration 61Q: 3 clusters Score -6936640 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40223 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -6936643.000000 Penalty: 5275.372559 Iteration 62Q: 3 clusters Score -6936643 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40227 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -6936648.500000 Penalty: 5275.372559 Iteration 63Q: 3 clusters Score -6936648 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40232 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -6936653.500000 Penalty: 5275.372559 Iteration 64Q: 3 clusters Score -6936654 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40236 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -6936649.000000 Penalty: 5275.372559 Iteration 65Q: 3 clusters Score -6936649 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40239 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -6936649.000000 Penalty: 5275.372559 Iteration 66Q: 3 clusters Score -6936649 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40245 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -6936657.000000 Penalty: 5275.372559 Iteration 67Q: 3 clusters Score -6936657 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40247 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -6936661.500000 Penalty: 5275.372559 Iteration 68Q: 3 clusters Score -6936662 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40248 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -6936664.500000 Penalty: 5275.372559 Iteration 69Q: 3 clusters Score -6936664 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40252 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -6936671.000000 Penalty: 5275.372559 Iteration 70Q: 3 clusters Score -6936671 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40256 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -6936662.000000 Penalty: 5275.372559 Iteration 71Q: 3 clusters Score -6936662 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40259 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -6936671.000000 Penalty: 5275.372559 Iteration 72Q: 3 clusters Score -6936671 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40261 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -6936680.500000 Penalty: 5275.372559 Iteration 73Q: 3 clusters Score -6936680 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40266 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -6936680.500000 Penalty: 5275.372559 Iteration 74Q: 3 clusters Score -6936680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40266 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -6936684.500000 Penalty: 5275.372559 Iteration 75Q: 3 clusters Score -6936684 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40269 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -6936687.500000 Penalty: 5275.372559 Iteration 76Q: 3 clusters Score -6936688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40272 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -6936688.500000 Penalty: 5275.372559 Iteration 77Q: 3 clusters Score -6936688 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40274 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -6936683.000000 Penalty: 5275.372559 Iteration 78Q: 3 clusters Score -6936683 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40274 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -6936683.000000 Penalty: 5275.372559 Iteration 79F: 3 clusters Score -6936683 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3968 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Entering Unmasked Estep Score: -652569.812500 Penalty: 2054.932373 Iteration 0F: 2 clusters Score -652569.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -648744.187500 Penalty: 4109.864746 Iteration 0F: 3 clusters Score -648744.2 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -649730.250000 Penalty: 4109.864746 Iteration 1F: 3 clusters Score -649730.2 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -649995.625000 Penalty: 4109.864746 Iteration 2F: 3 clusters Score -649995.6 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -650183.875000 Penalty: 4109.864746 Iteration 3F: 3 clusters Score -650183.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -650349.062500 Penalty: 4109.864746 Iteration 4F: 3 clusters Score -650349.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -650474.812500 Penalty: 4109.864746 Iteration 5Q: 3 clusters Score -650474.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -650600.437500 Penalty: 4109.864746 Iteration 6Q: 3 clusters Score -650600.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -650703.875000 Penalty: 4109.864746 Iteration 7Q: 3 clusters Score -650703.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -650785.437500 Penalty: 4109.864746 Iteration 8Q: 3 clusters Score -650785.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -650844.437500 Penalty: 4109.864746 Iteration 9Q: 3 clusters Score -650844.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -650882.437500 Penalty: 4109.864746 Iteration 10Q: 3 clusters Score -650882.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -650914.937500 Penalty: 4109.864746 Iteration 11Q: 3 clusters Score -650914.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -650940.062500 Penalty: 4109.864746 Iteration 12Q: 3 clusters Score -650940.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -650962.312500 Penalty: 4109.864746 Iteration 13Q: 3 clusters Score -650962.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -650978.562500 Penalty: 4109.864746 Iteration 14Q: 3 clusters Score -650978.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -650992.062500 Penalty: 4109.864746 Iteration 15Q: 3 clusters Score -650992.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -651003.062500 Penalty: 4109.864746 Iteration 16Q: 3 clusters Score -651003.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -651013.437500 Penalty: 4109.864746 Iteration 17Q: 3 clusters Score -651013.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -651022.125000 Penalty: 4109.864746 Iteration 18Q: 3 clusters Score -651022.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -651032.125000 Penalty: 4109.864746 Iteration 19Q: 3 clusters Score -651032.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -651047.750000 Penalty: 4109.864746 Iteration 20F: 3 clusters Score -651047.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -651054.375000 Penalty: 4109.864746 Iteration 21Q: 3 clusters Score -651054.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -651065.875000 Penalty: 4109.864746 Iteration 22Q: 3 clusters Score -651065.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -651069.500000 Penalty: 4109.864746 Iteration 23Q: 3 clusters Score -651069.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -651073.062500 Penalty: 4109.864746 Iteration 24Q: 3 clusters Score -651073.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -651075.812500 Penalty: 4109.864746 Iteration 25Q: 3 clusters Score -651075.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -651077.250000 Penalty: 4109.864746 Iteration 26Q: 3 clusters Score -651077.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -651084.000000 Penalty: 4109.864746 Iteration 27Q: 3 clusters Score -651084 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -651086.125000 Penalty: 4109.864746 Iteration 28Q: 3 clusters Score -651086.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -651088.250000 Penalty: 4109.864746 Iteration 29Q: 3 clusters Score -651088.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -651089.312500 Penalty: 4109.864746 Iteration 30Q: 3 clusters Score -651089.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -651090.375000 Penalty: 4109.864746 Iteration 31Q: 3 clusters Score -651090.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -651090.875000 Penalty: 4109.864746 Iteration 32Q: 3 clusters Score -651090.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -651090.875000 Penalty: 4109.864746 Iteration 33F: 3 clusters Score -651090.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (49975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49975 members Entering Unmasked Estep Score: -8228137.500000 Penalty: 2683.180908 Iteration 0F: 2 clusters Score -8228138 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25106 members Mstep: Class 2 contains 24869 members Entering Unmasked Estep Score: -8197073.500000 Penalty: 5366.361816 Iteration 0F: 3 clusters Score -8197074 nChanged 23088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26574 members Mstep: Class 2 contains 23401 members Entering Unmasked Estep Score: -8210018.500000 Penalty: 5366.361816 Iteration 1F: 3 clusters Score -8210018 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27511 members Mstep: Class 2 contains 22464 members Entering Unmasked Estep Score: -8210606.000000 Penalty: 5366.361816 Iteration 2Q: 3 clusters Score -8210606 nChanged 2166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28753 members Mstep: Class 2 contains 21222 members Entering Unmasked Estep Score: -8211278.500000 Penalty: 5366.361816 Iteration 3Q: 3 clusters Score -8211278 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30362 members Mstep: Class 2 contains 19613 members Entering Unmasked Estep Score: -8212191.500000 Penalty: 5366.361816 Iteration 4Q: 3 clusters Score -8212192 nChanged 2542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32252 members Mstep: Class 2 contains 17723 members Entering Unmasked Estep Score: -8213351.000000 Penalty: 5366.361816 Iteration 5F: 3 clusters Score -8213351 nChanged 2654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34414 members Mstep: Class 2 contains 15561 members Entering Unmasked Estep Score: -8214841.000000 Penalty: 5366.361816 Iteration 6F: 3 clusters Score -8214841 nChanged 2681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36659 members Mstep: Class 2 contains 13316 members Entering Unmasked Estep Score: -8216557.500000 Penalty: 5366.361816 Iteration 7F: 3 clusters Score -8216558 nChanged 2547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38678 members Mstep: Class 2 contains 11297 members Entering Unmasked Estep Score: -8218318.500000 Penalty: 5366.361816 Iteration 8F: 3 clusters Score -8218318 nChanged 2254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40360 members Mstep: Class 2 contains 9615 members Entering Unmasked Estep Score: -8219925.500000 Penalty: 5366.361816 Iteration 9Q: 3 clusters Score -8219926 nChanged 1895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41567 members Mstep: Class 2 contains 8408 members Entering Unmasked Estep Score: -8221182.500000 Penalty: 5366.361816 Iteration 10Q: 3 clusters Score -8221182 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42397 members Mstep: Class 2 contains 7578 members Entering Unmasked Estep Score: -8222031.000000 Penalty: 5366.361816 Iteration 11Q: 3 clusters Score -8222031 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43044 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -8222672.000000 Penalty: 5366.361816 Iteration 12Q: 3 clusters Score -8222672 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43588 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -8223061.000000 Penalty: 5366.361816 Iteration 13Q: 3 clusters Score -8223061 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44076 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -8223318.500000 Penalty: 5366.361816 Iteration 14Q: 3 clusters Score -8223318 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44523 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -8223552.000000 Penalty: 5366.361816 Iteration 15Q: 3 clusters Score -8223552 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44965 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -8223813.000000 Penalty: 5366.361816 Iteration 16Q: 3 clusters Score -8223813 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45383 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -8224040.000000 Penalty: 5366.361816 Iteration 17Q: 3 clusters Score -8224040 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45740 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -8224232.000000 Penalty: 5366.361816 Iteration 18Q: 3 clusters Score -8224232 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46056 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -8224359.500000 Penalty: 5366.361816 Iteration 19Q: 3 clusters Score -8224360 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46353 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -8224526.000000 Penalty: 5366.361816 Iteration 20F: 3 clusters Score -8224526 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46601 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -8224670.500000 Penalty: 5366.361816 Iteration 21Q: 3 clusters Score -8224670 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46849 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -8224822.500000 Penalty: 5366.361816 Iteration 22Q: 3 clusters Score -8224822 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47075 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -8224963.500000 Penalty: 5366.361816 Iteration 23Q: 3 clusters Score -8224964 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47304 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -8225076.000000 Penalty: 5366.361816 Iteration 24Q: 3 clusters Score -8225076 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47488 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -8225160.500000 Penalty: 5366.361816 Iteration 25Q: 3 clusters Score -8225160 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47664 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -8225325.500000 Penalty: 5366.361816 Iteration 26Q: 3 clusters Score -8225326 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47826 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -8225414.500000 Penalty: 5366.361816 Iteration 27Q: 3 clusters Score -8225414 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47964 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -8225509.000000 Penalty: 5366.361816 Iteration 28Q: 3 clusters Score -8225509 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48084 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -8225587.000000 Penalty: 5366.361816 Iteration 29Q: 3 clusters Score -8225587 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48186 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -8225633.500000 Penalty: 5366.361816 Iteration 30Q: 3 clusters Score -8225634 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48287 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -8225679.500000 Penalty: 5366.361816 Iteration 31Q: 3 clusters Score -8225680 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48369 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -8225739.500000 Penalty: 5366.361816 Iteration 32Q: 3 clusters Score -8225740 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48446 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -8225781.500000 Penalty: 5366.361816 Iteration 33Q: 3 clusters Score -8225782 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48511 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -8225828.500000 Penalty: 5366.361816 Iteration 34Q: 3 clusters Score -8225828 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48560 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -8225838.500000 Penalty: 5366.361816 Iteration 35Q: 3 clusters Score -8225838 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48586 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -8225857.000000 Penalty: 5366.361816 Iteration 36Q: 3 clusters Score -8225857 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48612 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -8225864.500000 Penalty: 5366.361816 Iteration 37Q: 3 clusters Score -8225864 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48638 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -8225876.500000 Penalty: 5366.361816 Iteration 38Q: 3 clusters Score -8225876 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48661 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -8225882.500000 Penalty: 5366.361816 Iteration 39Q: 3 clusters Score -8225882 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48681 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -8225889.000000 Penalty: 5366.361816 Iteration 40F: 3 clusters Score -8225889 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48699 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -8225895.500000 Penalty: 5366.361816 Iteration 41Q: 3 clusters Score -8225896 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48724 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -8225904.500000 Penalty: 5366.361816 Iteration 42Q: 3 clusters Score -8225904 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48740 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -8225909.500000 Penalty: 5366.361816 Iteration 43Q: 3 clusters Score -8225910 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48752 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -8225902.500000 Penalty: 5366.361816 Iteration 44Q: 3 clusters Score -8225902 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48766 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -8225909.500000 Penalty: 5366.361816 Iteration 45Q: 3 clusters Score -8225910 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48779 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -8225930.000000 Penalty: 5366.361816 Iteration 46Q: 3 clusters Score -8225930 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48788 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -8225924.500000 Penalty: 5366.361816 Iteration 47Q: 3 clusters Score -8225924 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48796 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -8225916.500000 Penalty: 5366.361816 Iteration 48Q: 3 clusters Score -8225916 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48800 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -8225928.000000 Penalty: 5366.361816 Iteration 49Q: 3 clusters Score -8225928 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48808 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -8225932.000000 Penalty: 5366.361816 Iteration 50Q: 3 clusters Score -8225932 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48816 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -8225926.500000 Penalty: 5366.361816 Iteration 51Q: 3 clusters Score -8225926 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48821 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -8225920.000000 Penalty: 5366.361816 Iteration 52Q: 3 clusters Score -8225920 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48826 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -8225924.000000 Penalty: 5366.361816 Iteration 53Q: 3 clusters Score -8225924 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48836 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -8225931.500000 Penalty: 5366.361816 Iteration 54Q: 3 clusters Score -8225932 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48843 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -8225935.500000 Penalty: 5366.361816 Iteration 55Q: 3 clusters Score -8225936 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48845 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -8225931.000000 Penalty: 5366.361816 Iteration 56Q: 3 clusters Score -8225931 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48848 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -8225941.000000 Penalty: 5366.361816 Iteration 57Q: 3 clusters Score -8225941 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48852 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -8225936.000000 Penalty: 5366.361816 Iteration 58Q: 3 clusters Score -8225936 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48855 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -8225929.000000 Penalty: 5366.361816 Iteration 59Q: 3 clusters Score -8225929 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48857 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -8225921.000000 Penalty: 5366.361816 Iteration 60F: 3 clusters Score -8225921 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48858 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -8225932.000000 Penalty: 5366.361816 Iteration 61Q: 3 clusters Score -8225932 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48859 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -8225936.000000 Penalty: 5366.361816 Iteration 62Q: 3 clusters Score -8225936 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48861 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -8225937.000000 Penalty: 5366.361816 Iteration 63Q: 3 clusters Score -8225937 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48863 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -8225935.000000 Penalty: 5366.361816 Iteration 64Q: 3 clusters Score -8225935 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48864 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -8225939.000000 Penalty: 5366.361816 Iteration 65Q: 3 clusters Score -8225939 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48867 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -8225942.000000 Penalty: 5366.361816 Iteration 66Q: 3 clusters Score -8225942 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48867 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -8225941.000000 Penalty: 5366.361816 Iteration 67Q: 3 clusters Score -8225941 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48865 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -8225946.000000 Penalty: 5366.361816 Iteration 68Q: 3 clusters Score -8225946 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48867 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -8225954.000000 Penalty: 5366.361816 Iteration 69Q: 3 clusters Score -8225954 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48871 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -8225952.500000 Penalty: 5366.361816 Iteration 70Q: 3 clusters Score -8225952 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48877 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -8225955.000000 Penalty: 5366.361816 Iteration 71Q: 3 clusters Score -8225955 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48882 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -8225959.500000 Penalty: 5366.361816 Iteration 72Q: 3 clusters Score -8225960 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48884 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -8225958.000000 Penalty: 5366.361816 Iteration 73Q: 3 clusters Score -8225958 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48884 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -8225962.000000 Penalty: 5366.361816 Iteration 74Q: 3 clusters Score -8225962 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48886 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -8225957.000000 Penalty: 5366.361816 Iteration 75Q: 3 clusters Score -8225957 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48889 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -8225961.000000 Penalty: 5366.361816 Iteration 76Q: 3 clusters Score -8225961 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48890 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -8225964.500000 Penalty: 5366.361816 Iteration 77Q: 3 clusters Score -8225964 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48892 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -8225957.000000 Penalty: 5366.361816 Iteration 78Q: 3 clusters Score -8225957 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48892 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -8225957.000000 Penalty: 5366.361816 Iteration 79F: 3 clusters Score -8225957 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Entering Unmasked Estep Score: -28240.878906 Penalty: 1307.703979 Iteration 0F: 2 clusters Score -28240.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -27141.332031 Penalty: 2615.407959 Iteration 0F: 3 clusters Score -27141.33 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -27209.552734 Penalty: 2615.407959 Iteration 1F: 3 clusters Score -27209.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -27227.330078 Penalty: 2615.407959 Iteration 2Q: 3 clusters Score -27227.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -27233.953125 Penalty: 2615.407959 Iteration 3Q: 3 clusters Score -27233.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -27233.953125 Penalty: 2615.407959 Iteration 4F: 3 clusters Score -27233.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Entering Unmasked Estep Score: -35197.042969 Penalty: 1404.414185 Iteration 0F: 2 clusters Score -35197.04 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 144 members Entering Unmasked Estep Score: -34015.937500 Penalty: 2808.828369 Iteration 0F: 3 clusters Score -34015.94 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -34151.027344 Penalty: 2808.828369 Iteration 1F: 3 clusters Score -34151.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -34205.718750 Penalty: 2808.828369 Iteration 2F: 3 clusters Score -34205.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -34238.273438 Penalty: 2808.828369 Iteration 3Q: 3 clusters Score -34238.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -34250.175781 Penalty: 2808.828369 Iteration 4Q: 3 clusters Score -34250.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -34275.035156 Penalty: 2808.828369 Iteration 5Q: 3 clusters Score -34275.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -34299.976562 Penalty: 2808.828369 Iteration 6Q: 3 clusters Score -34299.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -34310.808594 Penalty: 2808.828369 Iteration 7Q: 3 clusters Score -34310.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -34324.070312 Penalty: 2808.828369 Iteration 8Q: 3 clusters Score -34324.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -34333.441406 Penalty: 2808.828369 Iteration 9Q: 3 clusters Score -34333.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -34338.847656 Penalty: 2808.828369 Iteration 10Q: 3 clusters Score -34338.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -34340.929688 Penalty: 2808.828369 Iteration 11Q: 3 clusters Score -34340.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -34342.691406 Penalty: 2808.828369 Iteration 12Q: 3 clusters Score -34342.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -34345.179688 Penalty: 2808.828369 Iteration 13Q: 3 clusters Score -34345.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -34346.136719 Penalty: 2808.828369 Iteration 14Q: 3 clusters Score -34346.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -34346.136719 Penalty: 2808.828369 Iteration 15F: 3 clusters Score -34346.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -35033.820312 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -35033.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -33813.988281 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -33813.99 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -33915.859375 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -33915.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -33953.179688 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -33953.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -33966.585938 Penalty: 2740.624756 Iteration 3Q: 3 clusters Score -33966.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -33966.585938 Penalty: 2740.624756 Iteration 4F: 3 clusters Score -33966.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -53517.562500 Penalty: 1497.983154 Iteration 0F: 2 clusters Score -53517.56 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 210 members Entering Unmasked Estep Score: -52235.285156 Penalty: 2995.966309 Iteration 0F: 3 clusters Score -52235.29 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -52551.023438 Penalty: 2995.966309 Iteration 1F: 3 clusters Score -52551.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -52635.308594 Penalty: 2995.966309 Iteration 2F: 3 clusters Score -52635.31 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -52710.507812 Penalty: 2995.966309 Iteration 3Q: 3 clusters Score -52710.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -52737.902344 Penalty: 2995.966309 Iteration 4Q: 3 clusters Score -52737.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -52758.140625 Penalty: 2995.966309 Iteration 5Q: 3 clusters Score -52758.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -52779.222656 Penalty: 2995.966309 Iteration 6Q: 3 clusters Score -52779.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -52819.992188 Penalty: 2995.966309 Iteration 7Q: 3 clusters Score -52819.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -52844.316406 Penalty: 2995.966309 Iteration 8Q: 3 clusters Score -52844.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -52878.226562 Penalty: 2995.966309 Iteration 9Q: 3 clusters Score -52878.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -52936.167969 Penalty: 2995.966309 Iteration 10Q: 3 clusters Score -52936.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -52997.714844 Penalty: 2995.966309 Iteration 11Q: 3 clusters Score -52997.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -53007.230469 Penalty: 2995.966309 Iteration 12Q: 3 clusters Score -53007.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -53009.492188 Penalty: 2995.966309 Iteration 13Q: 3 clusters Score -53009.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -53012.425781 Penalty: 2995.966309 Iteration 14Q: 3 clusters Score -53012.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -53012.425781 Penalty: 2995.966309 Iteration 15F: 3 clusters Score -53012.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Entering Unmasked Estep Score: -81129.476562 Penalty: 1581.006104 Iteration 0F: 2 clusters Score -81129.48 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 300 members Entering Unmasked Estep Score: -79560.093750 Penalty: 3162.012207 Iteration 0F: 3 clusters Score -79560.09 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -79810.460938 Penalty: 3162.012207 Iteration 1F: 3 clusters Score -79810.46 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -79887.226562 Penalty: 3162.012207 Iteration 2F: 3 clusters Score -79887.23 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -79973.296875 Penalty: 3162.012207 Iteration 3Q: 3 clusters Score -79973.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -80003.523438 Penalty: 3162.012207 Iteration 4Q: 3 clusters Score -80003.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -80009.937500 Penalty: 3162.012207 Iteration 5Q: 3 clusters Score -80009.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -80024.718750 Penalty: 3162.012207 Iteration 6Q: 3 clusters Score -80024.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -80030.390625 Penalty: 3162.012207 Iteration 7Q: 3 clusters Score -80030.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -80035.210938 Penalty: 3162.012207 Iteration 8Q: 3 clusters Score -80035.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -80035.210938 Penalty: 3162.012207 Iteration 9F: 3 clusters Score -80035.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8966 members Entering Unmasked Estep Score: -1418822.000000 Penalty: 2257.096436 Iteration 0F: 2 clusters Score -1418822 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 4512 members Entering Unmasked Estep Score: -1411870.500000 Penalty: 4514.192871 Iteration 0F: 3 clusters Score -1411870 nChanged 3652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -1413857.875000 Penalty: 4514.192871 Iteration 1F: 3 clusters Score -1413858 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -1414293.625000 Penalty: 4514.192871 Iteration 2F: 3 clusters Score -1414294 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -1414710.875000 Penalty: 4514.192871 Iteration 3F: 3 clusters Score -1414711 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -1415142.625000 Penalty: 4514.192871 Iteration 4F: 3 clusters Score -1415143 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -1415588.875000 Penalty: 4514.192871 Iteration 5F: 3 clusters Score -1415589 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -1416025.750000 Penalty: 4514.192871 Iteration 6F: 3 clusters Score -1416026 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -1416426.375000 Penalty: 4514.192871 Iteration 7F: 3 clusters Score -1416426 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -1416734.250000 Penalty: 4514.192871 Iteration 8Q: 3 clusters Score -1416734 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -1416950.875000 Penalty: 4514.192871 Iteration 9Q: 3 clusters Score -1416951 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 6753 members Entering Unmasked Estep Score: -1417090.250000 Penalty: 4514.192871 Iteration 10Q: 3 clusters Score -1417090 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -1417164.125000 Penalty: 4514.192871 Iteration 11Q: 3 clusters Score -1417164 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -1417212.875000 Penalty: 4514.192871 Iteration 12Q: 3 clusters Score -1417213 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -1417243.375000 Penalty: 4514.192871 Iteration 13Q: 3 clusters Score -1417243 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -1417278.250000 Penalty: 4514.192871 Iteration 14Q: 3 clusters Score -1417278 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -1417297.750000 Penalty: 4514.192871 Iteration 15Q: 3 clusters Score -1417298 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -1417322.000000 Penalty: 4514.192871 Iteration 16Q: 3 clusters Score -1417322 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -1417337.125000 Penalty: 4514.192871 Iteration 17Q: 3 clusters Score -1417337 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -1417349.125000 Penalty: 4514.192871 Iteration 18Q: 3 clusters Score -1417349 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -1417354.875000 Penalty: 4514.192871 Iteration 19Q: 3 clusters Score -1417355 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -1417364.500000 Penalty: 4514.192871 Iteration 20F: 3 clusters Score -1417364 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -1417373.875000 Penalty: 4514.192871 Iteration 21Q: 3 clusters Score -1417374 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -1417381.750000 Penalty: 4514.192871 Iteration 22Q: 3 clusters Score -1417382 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -1417385.500000 Penalty: 4514.192871 Iteration 23Q: 3 clusters Score -1417386 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -1417395.125000 Penalty: 4514.192871 Iteration 24Q: 3 clusters Score -1417395 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 7511 members Entering Unmasked Estep Score: -1417400.375000 Penalty: 4514.192871 Iteration 25Q: 3 clusters Score -1417400 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -1417411.750000 Penalty: 4514.192871 Iteration 26Q: 3 clusters Score -1417412 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -1417418.625000 Penalty: 4514.192871 Iteration 27Q: 3 clusters Score -1417419 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -1417422.125000 Penalty: 4514.192871 Iteration 28Q: 3 clusters Score -1417422 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -1417430.250000 Penalty: 4514.192871 Iteration 29Q: 3 clusters Score -1417430 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 7628 members Entering Unmasked Estep Score: -1417440.000000 Penalty: 4514.192871 Iteration 30Q: 3 clusters Score -1417440 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -1417448.375000 Penalty: 4514.192871 Iteration 31Q: 3 clusters Score -1417448 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -1417459.500000 Penalty: 4514.192871 Iteration 32Q: 3 clusters Score -1417460 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -1417463.875000 Penalty: 4514.192871 Iteration 33Q: 3 clusters Score -1417464 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -1417475.875000 Penalty: 4514.192871 Iteration 34Q: 3 clusters Score -1417476 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -1417481.625000 Penalty: 4514.192871 Iteration 35Q: 3 clusters Score -1417482 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -1417492.375000 Penalty: 4514.192871 Iteration 36Q: 3 clusters Score -1417492 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -1417501.500000 Penalty: 4514.192871 Iteration 37Q: 3 clusters Score -1417502 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -1417500.000000 Penalty: 4514.192871 Iteration 38Q: 3 clusters Score -1417500 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -1417506.500000 Penalty: 4514.192871 Iteration 39Q: 3 clusters Score -1417506 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -1417516.375000 Penalty: 4514.192871 Iteration 40F: 3 clusters Score -1417516 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -1417523.250000 Penalty: 4514.192871 Iteration 41Q: 3 clusters Score -1417523 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -1417530.375000 Penalty: 4514.192871 Iteration 42Q: 3 clusters Score -1417530 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -1417535.500000 Penalty: 4514.192871 Iteration 43Q: 3 clusters Score -1417536 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -1417541.250000 Penalty: 4514.192871 Iteration 44Q: 3 clusters Score -1417541 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 7944 members Entering Unmasked Estep Score: -1417547.500000 Penalty: 4514.192871 Iteration 45Q: 3 clusters Score -1417548 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -1417547.000000 Penalty: 4514.192871 Iteration 46Q: 3 clusters Score -1417547 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -1417553.375000 Penalty: 4514.192871 Iteration 47Q: 3 clusters Score -1417553 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -1417560.375000 Penalty: 4514.192871 Iteration 48Q: 3 clusters Score -1417560 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 7988 members Entering Unmasked Estep Score: -1417564.875000 Penalty: 4514.192871 Iteration 49Q: 3 clusters Score -1417565 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 7992 members Entering Unmasked Estep Score: -1417561.750000 Penalty: 4514.192871 Iteration 50Q: 3 clusters Score -1417562 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 7998 members Entering Unmasked Estep Score: -1417565.250000 Penalty: 4514.192871 Iteration 51Q: 3 clusters Score -1417565 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -1417567.625000 Penalty: 4514.192871 Iteration 52Q: 3 clusters Score -1417568 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -1417568.625000 Penalty: 4514.192871 Iteration 53Q: 3 clusters Score -1417569 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -1417570.250000 Penalty: 4514.192871 Iteration 54Q: 3 clusters Score -1417570 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 8025 members Entering Unmasked Estep Score: -1417571.750000 Penalty: 4514.192871 Iteration 55Q: 3 clusters Score -1417572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -1417569.625000 Penalty: 4514.192871 Iteration 56Q: 3 clusters Score -1417570 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -1417569.625000 Penalty: 4514.192871 Iteration 57F: 3 clusters Score -1417570 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23865 members Entering Unmasked Estep Score: -3883017.250000 Penalty: 2499.881592 Iteration 0F: 2 clusters Score -3883017 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 11828 members Entering Unmasked Estep Score: -3866499.500000 Penalty: 4999.763184 Iteration 0F: 3 clusters Score -3866500 nChanged 10461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12640 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -3871932.750000 Penalty: 4999.763184 Iteration 1F: 3 clusters Score -3871933 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12995 members Mstep: Class 2 contains 10870 members Entering Unmasked Estep Score: -3872343.000000 Penalty: 4999.763184 Iteration 2F: 3 clusters Score -3872343 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13448 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -3872703.500000 Penalty: 4999.763184 Iteration 3Q: 3 clusters Score -3872704 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14093 members Mstep: Class 2 contains 9772 members Entering Unmasked Estep Score: -3873100.750000 Penalty: 4999.763184 Iteration 4Q: 3 clusters Score -3873101 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14957 members Mstep: Class 2 contains 8908 members Entering Unmasked Estep Score: -3873622.250000 Penalty: 4999.763184 Iteration 5Q: 3 clusters Score -3873622 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16074 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -3874386.250000 Penalty: 4999.763184 Iteration 6F: 3 clusters Score -3874386 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17439 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -3875411.250000 Penalty: 4999.763184 Iteration 7F: 3 clusters Score -3875411 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18892 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -3876600.250000 Penalty: 4999.763184 Iteration 8F: 3 clusters Score -3876600 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20393 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -3877979.250000 Penalty: 4999.763184 Iteration 9F: 3 clusters Score -3877979 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21628 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -3879165.250000 Penalty: 4999.763184 Iteration 10F: 3 clusters Score -3879165 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22429 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -3879976.500000 Penalty: 4999.763184 Iteration 11Q: 3 clusters Score -3879976 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22893 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -3880404.500000 Penalty: 4999.763184 Iteration 12Q: 3 clusters Score -3880404 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23116 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -3880618.250000 Penalty: 4999.763184 Iteration 13Q: 3 clusters Score -3880618 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23256 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -3880736.000000 Penalty: 4999.763184 Iteration 14Q: 3 clusters Score -3880736 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23317 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -3880797.750000 Penalty: 4999.763184 Iteration 15Q: 3 clusters Score -3880798 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23350 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -3880827.000000 Penalty: 4999.763184 Iteration 16Q: 3 clusters Score -3880827 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23368 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -3880850.750000 Penalty: 4999.763184 Iteration 17Q: 3 clusters Score -3880851 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23388 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -3880868.750000 Penalty: 4999.763184 Iteration 18Q: 3 clusters Score -3880869 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23399 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -3880892.500000 Penalty: 4999.763184 Iteration 19Q: 3 clusters Score -3880892 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23407 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -3880899.250000 Penalty: 4999.763184 Iteration 20F: 3 clusters Score -3880899 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23409 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -3880904.500000 Penalty: 4999.763184 Iteration 21Q: 3 clusters Score -3880904 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23414 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -3880908.250000 Penalty: 4999.763184 Iteration 22Q: 3 clusters Score -3880908 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23417 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -3880915.000000 Penalty: 4999.763184 Iteration 23Q: 3 clusters Score -3880915 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23421 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -3880917.750000 Penalty: 4999.763184 Iteration 24Q: 3 clusters Score -3880918 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23424 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -3880921.000000 Penalty: 4999.763184 Iteration 25Q: 3 clusters Score -3880921 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23425 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -3880925.000000 Penalty: 4999.763184 Iteration 26Q: 3 clusters Score -3880925 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23426 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -3880923.500000 Penalty: 4999.763184 Iteration 27Q: 3 clusters Score -3880924 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23428 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -3880929.750000 Penalty: 4999.763184 Iteration 28Q: 3 clusters Score -3880930 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23430 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -3880928.750000 Penalty: 4999.763184 Iteration 29Q: 3 clusters Score -3880929 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23432 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -3880930.750000 Penalty: 4999.763184 Iteration 30Q: 3 clusters Score -3880931 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23433 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -3880931.000000 Penalty: 4999.763184 Iteration 31Q: 3 clusters Score -3880931 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23433 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -3880931.000000 Penalty: 4999.763184 Iteration 32F: 3 clusters Score -3880931 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -77143.625000 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -77143.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -75569.226562 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -75569.23 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -75810.828125 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -75810.83 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -75962.046875 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -75962.05 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -76043.109375 Penalty: 3131.519775 Iteration 3Q: 3 clusters Score -76043.11 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -76151.351562 Penalty: 3131.519775 Iteration 4Q: 3 clusters Score -76151.35 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -76258.843750 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -76258.84 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -76325.250000 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -76325.25 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -76424.492188 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -76424.49 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -76557.593750 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -76557.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -76598.585938 Penalty: 3131.519775 Iteration 9Q: 3 clusters Score -76598.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -76605.125000 Penalty: 3131.519775 Iteration 10Q: 3 clusters Score -76605.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -76629.015625 Penalty: 3131.519775 Iteration 11Q: 3 clusters Score -76629.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -76665.281250 Penalty: 3131.519775 Iteration 12Q: 3 clusters Score -76665.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -76728.617188 Penalty: 3131.519775 Iteration 13Q: 3 clusters Score -76728.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -76759.953125 Penalty: 3131.519775 Iteration 14Q: 3 clusters Score -76759.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -76765.359375 Penalty: 3131.519775 Iteration 15Q: 3 clusters Score -76765.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -76773.859375 Penalty: 3131.519775 Iteration 16Q: 3 clusters Score -76773.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -76773.859375 Penalty: 3131.519775 Iteration 17F: 3 clusters Score -76773.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -78637.601562 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -78637.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -77116.468750 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -77116.47 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -77492.765625 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -77492.77 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -77788.726562 Penalty: 3167.892090 Iteration 2F: 3 clusters Score -77788.73 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -78176.671875 Penalty: 3167.892090 Iteration 3F: 3 clusters Score -78176.67 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -78449.906250 Penalty: 3167.892090 Iteration 4F: 3 clusters Score -78449.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -78596.062500 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -78596.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -78687.007812 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -78687.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -78713.875000 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -78713.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -78776.656250 Penalty: 3167.892090 Iteration 8Q: 3 clusters Score -78776.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -78800.500000 Penalty: 3167.892090 Iteration 9Q: 3 clusters Score -78800.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -78816.328125 Penalty: 3167.892090 Iteration 10Q: 3 clusters Score -78816.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -78824.234375 Penalty: 3167.892090 Iteration 11Q: 3 clusters Score -78824.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -78830.460938 Penalty: 3167.892090 Iteration 12Q: 3 clusters Score -78830.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -78830.460938 Penalty: 3167.892090 Iteration 13F: 3 clusters Score -78830.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41599 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49975 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8966 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 266 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40012 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10434 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Mstep: Class 27 contains 328 members Entering Unmasked Estep Score: -37745328.000000 Penalty: 82835.382812 Splitting cluster 18 changes total score from -37746632.000000 to -37745328.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (28351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28351 members Entering Unmasked Estep Score: -4555454.000000 Penalty: 2542.599609 Iteration 0F: 2 clusters Score -4555454 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14244 members Mstep: Class 2 contains 14107 members Entering Unmasked Estep Score: -4536020.000000 Penalty: 5085.199219 Iteration 0F: 3 clusters Score -4536020 nChanged 12724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14422 members Mstep: Class 2 contains 13929 members Entering Unmasked Estep Score: -4543064.500000 Penalty: 5085.199219 Iteration 1F: 3 clusters Score -4543064 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14516 members Mstep: Class 2 contains 13835 members Entering Unmasked Estep Score: -4543561.500000 Penalty: 5085.199219 Iteration 2F: 3 clusters Score -4543562 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14647 members Mstep: Class 2 contains 13704 members Entering Unmasked Estep Score: -4543972.000000 Penalty: 5085.199219 Iteration 3Q: 3 clusters Score -4543972 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14839 members Mstep: Class 2 contains 13512 members Entering Unmasked Estep Score: -4544371.000000 Penalty: 5085.199219 Iteration 4Q: 3 clusters Score -4544371 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15118 members Mstep: Class 2 contains 13233 members Entering Unmasked Estep Score: -4544748.000000 Penalty: 5085.199219 Iteration 5Q: 3 clusters Score -4544748 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15485 members Mstep: Class 2 contains 12866 members Entering Unmasked Estep Score: -4545087.500000 Penalty: 5085.199219 Iteration 6Q: 3 clusters Score -4545088 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15939 members Mstep: Class 2 contains 12412 members Entering Unmasked Estep Score: -4545472.500000 Penalty: 5085.199219 Iteration 7Q: 3 clusters Score -4545472 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16548 members Mstep: Class 2 contains 11803 members Entering Unmasked Estep Score: -4545974.500000 Penalty: 5085.199219 Iteration 8Q: 3 clusters Score -4545974 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17272 members Mstep: Class 2 contains 11079 members Entering Unmasked Estep Score: -4546559.000000 Penalty: 5085.199219 Iteration 9Q: 3 clusters Score -4546559 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18095 members Mstep: Class 2 contains 10256 members Entering Unmasked Estep Score: -4547261.500000 Penalty: 5085.199219 Iteration 10Q: 3 clusters Score -4547262 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18929 members Mstep: Class 2 contains 9422 members Entering Unmasked Estep Score: -4548007.000000 Penalty: 5085.199219 Iteration 11Q: 3 clusters Score -4548007 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19671 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -4548658.500000 Penalty: 5085.199219 Iteration 12Q: 3 clusters Score -4548658 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20414 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -4549199.000000 Penalty: 5085.199219 Iteration 13Q: 3 clusters Score -4549199 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21034 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -4549624.000000 Penalty: 5085.199219 Iteration 14Q: 3 clusters Score -4549624 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21566 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -4549924.000000 Penalty: 5085.199219 Iteration 15Q: 3 clusters Score -4549924 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22080 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -4550195.500000 Penalty: 5085.199219 Iteration 16Q: 3 clusters Score -4550196 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22602 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -4550406.000000 Penalty: 5085.199219 Iteration 17Q: 3 clusters Score -4550406 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23102 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -4550617.000000 Penalty: 5085.199219 Iteration 18Q: 3 clusters Score -4550617 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23602 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -4550873.500000 Penalty: 5085.199219 Iteration 19Q: 3 clusters Score -4550874 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24125 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -4551148.500000 Penalty: 5085.199219 Iteration 20F: 3 clusters Score -4551148 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24615 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -4551408.500000 Penalty: 5085.199219 Iteration 21Q: 3 clusters Score -4551408 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25107 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -4551666.000000 Penalty: 5085.199219 Iteration 22Q: 3 clusters Score -4551666 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25561 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -4551898.000000 Penalty: 5085.199219 Iteration 23Q: 3 clusters Score -4551898 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25986 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -4552156.000000 Penalty: 5085.199219 Iteration 24Q: 3 clusters Score -4552156 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26386 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -4552400.500000 Penalty: 5085.199219 Iteration 25Q: 3 clusters Score -4552400 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26729 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -4552619.000000 Penalty: 5085.199219 Iteration 26Q: 3 clusters Score -4552619 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27027 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -4552838.000000 Penalty: 5085.199219 Iteration 27Q: 3 clusters Score -4552838 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27281 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -4553001.000000 Penalty: 5085.199219 Iteration 28Q: 3 clusters Score -4553001 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27470 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -4553132.000000 Penalty: 5085.199219 Iteration 29Q: 3 clusters Score -4553132 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27605 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -4553241.500000 Penalty: 5085.199219 Iteration 30Q: 3 clusters Score -4553242 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27694 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -4553309.000000 Penalty: 5085.199219 Iteration 31Q: 3 clusters Score -4553309 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27756 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -4553349.000000 Penalty: 5085.199219 Iteration 32Q: 3 clusters Score -4553349 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27800 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -4553397.500000 Penalty: 5085.199219 Iteration 33Q: 3 clusters Score -4553398 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27833 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -4553434.500000 Penalty: 5085.199219 Iteration 34Q: 3 clusters Score -4553434 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27852 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -4553454.500000 Penalty: 5085.199219 Iteration 35Q: 3 clusters Score -4553454 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27867 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -4553486.000000 Penalty: 5085.199219 Iteration 36Q: 3 clusters Score -4553486 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27881 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -4553490.500000 Penalty: 5085.199219 Iteration 37Q: 3 clusters Score -4553490 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27888 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -4553505.000000 Penalty: 5085.199219 Iteration 38Q: 3 clusters Score -4553505 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27897 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -4553510.500000 Penalty: 5085.199219 Iteration 39Q: 3 clusters Score -4553510 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27902 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -4553519.500000 Penalty: 5085.199219 Iteration 40F: 3 clusters Score -4553520 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27898 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -4553519.000000 Penalty: 5085.199219 Iteration 41Q: 3 clusters Score -4553519 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27898 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -4553522.500000 Penalty: 5085.199219 Iteration 42Q: 3 clusters Score -4553522 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27902 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -4553527.000000 Penalty: 5085.199219 Iteration 43Q: 3 clusters Score -4553527 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27903 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -4553530.000000 Penalty: 5085.199219 Iteration 44Q: 3 clusters Score -4553530 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27904 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -4553527.500000 Penalty: 5085.199219 Iteration 45Q: 3 clusters Score -4553528 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27904 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -4553527.500000 Penalty: 5085.199219 Iteration 46F: 3 clusters Score -4553528 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Entering Unmasked Estep Score: -709643.812500 Penalty: 2076.927490 Iteration 0F: 2 clusters Score -709643.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -705568.812500 Penalty: 4153.854980 Iteration 0F: 3 clusters Score -705568.8 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -706655.500000 Penalty: 4153.854980 Iteration 1F: 3 clusters Score -706655.5 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -707140.250000 Penalty: 4153.854980 Iteration 2F: 3 clusters Score -707140.2 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -707614.250000 Penalty: 4153.854980 Iteration 3F: 3 clusters Score -707614.2 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -708052.687500 Penalty: 4153.854980 Iteration 4F: 3 clusters Score -708052.7 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -708319.937500 Penalty: 4153.854980 Iteration 5F: 3 clusters Score -708319.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -708475.437500 Penalty: 4153.854980 Iteration 6Q: 3 clusters Score -708475.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -708580.125000 Penalty: 4153.854980 Iteration 7Q: 3 clusters Score -708580.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -708644.750000 Penalty: 4153.854980 Iteration 8Q: 3 clusters Score -708644.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -708683.937500 Penalty: 4153.854980 Iteration 9Q: 3 clusters Score -708683.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -708704.687500 Penalty: 4153.854980 Iteration 10Q: 3 clusters Score -708704.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -708715.250000 Penalty: 4153.854980 Iteration 11Q: 3 clusters Score -708715.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -708724.125000 Penalty: 4153.854980 Iteration 12Q: 3 clusters Score -708724.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -708730.375000 Penalty: 4153.854980 Iteration 13Q: 3 clusters Score -708730.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -708733.062500 Penalty: 4153.854980 Iteration 14Q: 3 clusters Score -708733.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -708735.875000 Penalty: 4153.854980 Iteration 15Q: 3 clusters Score -708735.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -708738.625000 Penalty: 4153.854980 Iteration 16Q: 3 clusters Score -708738.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -708740.625000 Penalty: 4153.854980 Iteration 17Q: 3 clusters Score -708740.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -708745.125000 Penalty: 4153.854980 Iteration 18Q: 3 clusters Score -708745.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -708749.062500 Penalty: 4153.854980 Iteration 19Q: 3 clusters Score -708749.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -708752.187500 Penalty: 4153.854980 Iteration 20F: 3 clusters Score -708752.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -708752.625000 Penalty: 4153.854980 Iteration 21Q: 3 clusters Score -708752.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -708753.187500 Penalty: 4153.854980 Iteration 22Q: 3 clusters Score -708753.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -708755.375000 Penalty: 4153.854980 Iteration 23Q: 3 clusters Score -708755.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -708756.187500 Penalty: 4153.854980 Iteration 24Q: 3 clusters Score -708756.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -708756.187500 Penalty: 4153.854980 Iteration 25F: 3 clusters Score -708756.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (40012 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40012 members Entering Unmasked Estep Score: -6505476.000000 Penalty: 2628.039795 Iteration 0F: 2 clusters Score -6505476 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20222 members Mstep: Class 2 contains 19790 members Entering Unmasked Estep Score: -6478518.500000 Penalty: 5256.079590 Iteration 0F: 3 clusters Score -6478518 nChanged 18278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22150 members Mstep: Class 2 contains 17862 members Entering Unmasked Estep Score: -6488858.000000 Penalty: 5256.079590 Iteration 1F: 3 clusters Score -6488858 nChanged 2296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23490 members Mstep: Class 2 contains 16522 members Entering Unmasked Estep Score: -6490002.000000 Penalty: 5256.079590 Iteration 2F: 3 clusters Score -6490002 nChanged 2766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25436 members Mstep: Class 2 contains 14576 members Entering Unmasked Estep Score: -6491812.500000 Penalty: 5256.079590 Iteration 3F: 3 clusters Score -6491812 nChanged 3218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27962 members Mstep: Class 2 contains 12050 members Entering Unmasked Estep Score: -6494387.500000 Penalty: 5256.079590 Iteration 4F: 3 clusters Score -6494388 nChanged 3501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30905 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -6497528.500000 Penalty: 5256.079590 Iteration 5F: 3 clusters Score -6497528 nChanged 2937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33470 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -6500251.000000 Penalty: 5256.079590 Iteration 6F: 3 clusters Score -6500251 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35257 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -6502090.500000 Penalty: 5256.079590 Iteration 7Q: 3 clusters Score -6502090 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36301 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -6503175.000000 Penalty: 5256.079590 Iteration 8Q: 3 clusters Score -6503175 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36857 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -6503837.000000 Penalty: 5256.079590 Iteration 9Q: 3 clusters Score -6503837 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37151 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -6504152.000000 Penalty: 5256.079590 Iteration 10Q: 3 clusters Score -6504152 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37339 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -6504320.000000 Penalty: 5256.079590 Iteration 11Q: 3 clusters Score -6504320 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37478 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -6504395.000000 Penalty: 5256.079590 Iteration 12Q: 3 clusters Score -6504395 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37580 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -6504448.500000 Penalty: 5256.079590 Iteration 13Q: 3 clusters Score -6504448 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37667 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -6504458.000000 Penalty: 5256.079590 Iteration 14Q: 3 clusters Score -6504458 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37721 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -6504480.500000 Penalty: 5256.079590 Iteration 15Q: 3 clusters Score -6504480 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37751 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -6504464.500000 Penalty: 5256.079590 Iteration 16Q: 3 clusters Score -6504464 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37776 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -6504467.500000 Penalty: 5256.079590 Iteration 17Q: 3 clusters Score -6504468 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37805 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -6504483.500000 Penalty: 5256.079590 Iteration 18Q: 3 clusters Score -6504484 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37825 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -6504500.500000 Penalty: 5256.079590 Iteration 19Q: 3 clusters Score -6504500 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37839 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -6504500.500000 Penalty: 5256.079590 Iteration 20F: 3 clusters Score -6504500 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37855 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -6504504.500000 Penalty: 5256.079590 Iteration 21Q: 3 clusters Score -6504504 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37872 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -6504498.500000 Penalty: 5256.079590 Iteration 22Q: 3 clusters Score -6504498 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37882 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -6504516.500000 Penalty: 5256.079590 Iteration 23Q: 3 clusters Score -6504516 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37893 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -6504512.000000 Penalty: 5256.079590 Iteration 24Q: 3 clusters Score -6504512 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37901 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -6504525.000000 Penalty: 5256.079590 Iteration 25Q: 3 clusters Score -6504525 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37911 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -6504533.000000 Penalty: 5256.079590 Iteration 26Q: 3 clusters Score -6504533 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37923 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -6504522.000000 Penalty: 5256.079590 Iteration 27Q: 3 clusters Score -6504522 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37930 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -6504528.000000 Penalty: 5256.079590 Iteration 28Q: 3 clusters Score -6504528 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37946 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -6504530.000000 Penalty: 5256.079590 Iteration 29Q: 3 clusters Score -6504530 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37959 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -6504525.500000 Penalty: 5256.079590 Iteration 30Q: 3 clusters Score -6504526 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37971 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -6504521.500000 Penalty: 5256.079590 Iteration 31Q: 3 clusters Score -6504522 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37982 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -6504528.000000 Penalty: 5256.079590 Iteration 32Q: 3 clusters Score -6504528 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37996 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -6504547.500000 Penalty: 5256.079590 Iteration 33Q: 3 clusters Score -6504548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38000 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -6504543.500000 Penalty: 5256.079590 Iteration 34Q: 3 clusters Score -6504544 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38000 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -6504539.500000 Penalty: 5256.079590 Iteration 35Q: 3 clusters Score -6504540 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38001 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -6504538.500000 Penalty: 5256.079590 Iteration 36Q: 3 clusters Score -6504538 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38001 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -6504538.500000 Penalty: 5256.079590 Iteration 37F: 3 clusters Score -6504538 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Entering Unmasked Estep Score: -24654.728516 Penalty: 1303.858887 Iteration 0F: 2 clusters Score -24654.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -23615.685547 Penalty: 2607.717773 Iteration 0F: 3 clusters Score -23615.69 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -23703.460938 Penalty: 2607.717773 Iteration 1F: 3 clusters Score -23703.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -23736.255859 Penalty: 2607.717773 Iteration 2Q: 3 clusters Score -23736.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -23755.847656 Penalty: 2607.717773 Iteration 3Q: 3 clusters Score -23755.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -23757.509766 Penalty: 2607.717773 Iteration 4Q: 3 clusters Score -23757.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -23762.857422 Penalty: 2607.717773 Iteration 5Q: 3 clusters Score -23762.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -23768.341797 Penalty: 2607.717773 Iteration 6Q: 3 clusters Score -23768.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -23776.115234 Penalty: 2607.717773 Iteration 7Q: 3 clusters Score -23776.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -23779.966797 Penalty: 2607.717773 Iteration 8Q: 3 clusters Score -23779.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -23779.966797 Penalty: 2607.717773 Iteration 9F: 3 clusters Score -23779.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Entering Unmasked Estep Score: -22130.876953 Penalty: 1345.387573 Iteration 0F: 2 clusters Score -22130.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -21289.820312 Penalty: 2690.775146 Iteration 0F: 3 clusters Score -21289.82 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -21551.742188 Penalty: 2690.775146 Iteration 1F: 3 clusters Score -21551.74 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -21770.210938 Penalty: 2690.775146 Iteration 2F: 3 clusters Score -21770.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -21828.671875 Penalty: 2690.775146 Iteration 3Q: 3 clusters Score -21828.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -21853.187500 Penalty: 2690.775146 Iteration 4Q: 3 clusters Score -21853.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -21874.847656 Penalty: 2690.775146 Iteration 5Q: 3 clusters Score -21874.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -21881.167969 Penalty: 2690.775146 Iteration 6Q: 3 clusters Score -21881.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -21881.167969 Penalty: 2690.775146 Iteration 7F: 3 clusters Score -21881.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (10434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10434 members Entering Unmasked Estep Score: -1662176.000000 Penalty: 2294.700439 Iteration 0F: 2 clusters Score -1662176 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -1654234.875000 Penalty: 4589.400879 Iteration 0F: 3 clusters Score -1654235 nChanged 4441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -1656736.250000 Penalty: 4589.400879 Iteration 1F: 3 clusters Score -1656736 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -1657157.250000 Penalty: 4589.400879 Iteration 2F: 3 clusters Score -1657157 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -1657457.375000 Penalty: 4589.400879 Iteration 3F: 3 clusters Score -1657457 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -1657769.000000 Penalty: 4589.400879 Iteration 4F: 3 clusters Score -1657769 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -1658095.250000 Penalty: 4589.400879 Iteration 5F: 3 clusters Score -1658095 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -1658459.625000 Penalty: 4589.400879 Iteration 6F: 3 clusters Score -1658460 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 7264 members Entering Unmasked Estep Score: -1658795.375000 Penalty: 4589.400879 Iteration 7F: 3 clusters Score -1658795 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -1659066.000000 Penalty: 4589.400879 Iteration 8Q: 3 clusters Score -1659066 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -1659325.000000 Penalty: 4589.400879 Iteration 9Q: 3 clusters Score -1659325 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 8167 members Entering Unmasked Estep Score: -1659518.000000 Penalty: 4589.400879 Iteration 10Q: 3 clusters Score -1659518 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 8395 members Entering Unmasked Estep Score: -1659671.125000 Penalty: 4589.400879 Iteration 11Q: 3 clusters Score -1659671 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 8590 members Entering Unmasked Estep Score: -1659791.625000 Penalty: 4589.400879 Iteration 12Q: 3 clusters Score -1659792 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -1659883.125000 Penalty: 4589.400879 Iteration 13Q: 3 clusters Score -1659883 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 8873 members Entering Unmasked Estep Score: -1659949.500000 Penalty: 4589.400879 Iteration 14Q: 3 clusters Score -1659950 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -1659993.625000 Penalty: 4589.400879 Iteration 15Q: 3 clusters Score -1659994 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -1660034.750000 Penalty: 4589.400879 Iteration 16Q: 3 clusters Score -1660035 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 9104 members Entering Unmasked Estep Score: -1660075.875000 Penalty: 4589.400879 Iteration 17Q: 3 clusters Score -1660076 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 9181 members Entering Unmasked Estep Score: -1660121.875000 Penalty: 4589.400879 Iteration 18Q: 3 clusters Score -1660122 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 9249 members Entering Unmasked Estep Score: -1660154.250000 Penalty: 4589.400879 Iteration 19Q: 3 clusters Score -1660154 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 9307 members Entering Unmasked Estep Score: -1660194.125000 Penalty: 4589.400879 Iteration 20F: 3 clusters Score -1660194 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -1660222.750000 Penalty: 4589.400879 Iteration 21Q: 3 clusters Score -1660223 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -1660244.125000 Penalty: 4589.400879 Iteration 22Q: 3 clusters Score -1660244 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -1660264.750000 Penalty: 4589.400879 Iteration 23Q: 3 clusters Score -1660265 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 9457 members Entering Unmasked Estep Score: -1660277.625000 Penalty: 4589.400879 Iteration 24Q: 3 clusters Score -1660278 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -1660293.625000 Penalty: 4589.400879 Iteration 25Q: 3 clusters Score -1660294 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 9507 members Entering Unmasked Estep Score: -1660309.875000 Penalty: 4589.400879 Iteration 26Q: 3 clusters Score -1660310 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 9531 members Entering Unmasked Estep Score: -1660322.750000 Penalty: 4589.400879 Iteration 27Q: 3 clusters Score -1660323 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 9550 members Entering Unmasked Estep Score: -1660328.750000 Penalty: 4589.400879 Iteration 28Q: 3 clusters Score -1660329 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 9565 members Entering Unmasked Estep Score: -1660336.125000 Penalty: 4589.400879 Iteration 29Q: 3 clusters Score -1660336 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 9573 members Entering Unmasked Estep Score: -1660345.125000 Penalty: 4589.400879 Iteration 30Q: 3 clusters Score -1660345 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 9592 members Entering Unmasked Estep Score: -1660355.875000 Penalty: 4589.400879 Iteration 31Q: 3 clusters Score -1660356 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 9602 members Entering Unmasked Estep Score: -1660360.125000 Penalty: 4589.400879 Iteration 32Q: 3 clusters Score -1660360 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 9619 members Entering Unmasked Estep Score: -1660366.625000 Penalty: 4589.400879 Iteration 33Q: 3 clusters Score -1660367 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 9630 members Entering Unmasked Estep Score: -1660373.750000 Penalty: 4589.400879 Iteration 34Q: 3 clusters Score -1660374 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -1660377.500000 Penalty: 4589.400879 Iteration 35Q: 3 clusters Score -1660378 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep Score: -1660381.375000 Penalty: 4589.400879 Iteration 36Q: 3 clusters Score -1660381 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 9655 members Entering Unmasked Estep Score: -1660383.125000 Penalty: 4589.400879 Iteration 37Q: 3 clusters Score -1660383 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 9663 members Entering Unmasked Estep Score: -1660388.625000 Penalty: 4589.400879 Iteration 38Q: 3 clusters Score -1660389 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 9670 members Entering Unmasked Estep Score: -1660387.250000 Penalty: 4589.400879 Iteration 39Q: 3 clusters Score -1660387 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 9675 members Entering Unmasked Estep Score: -1660388.875000 Penalty: 4589.400879 Iteration 40F: 3 clusters Score -1660389 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (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: -110414.875000 Penalty: 1631.654297 Iteration 0F: 2 clusters Score -110414.9 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 369 members Entering Unmasked Estep Score: -108734.523438 Penalty: 3263.308594 Iteration 0F: 3 clusters Score -108734.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -108990.992188 Penalty: 3263.308594 Iteration 1F: 3 clusters Score -108991 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -109104.367188 Penalty: 3263.308594 Iteration 2F: 3 clusters Score -109104.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -109213.007812 Penalty: 3263.308594 Iteration 3F: 3 clusters Score -109213 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -109301.039062 Penalty: 3263.308594 Iteration 4Q: 3 clusters Score -109301 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -109372.054688 Penalty: 3263.308594 Iteration 5Q: 3 clusters Score -109372.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -109440.468750 Penalty: 3263.308594 Iteration 6Q: 3 clusters Score -109440.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -109518.132812 Penalty: 3263.308594 Iteration 7Q: 3 clusters Score -109518.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -109565.304688 Penalty: 3263.308594 Iteration 8Q: 3 clusters Score -109565.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -109599.468750 Penalty: 3263.308594 Iteration 9Q: 3 clusters Score -109599.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -109623.492188 Penalty: 3263.308594 Iteration 10Q: 3 clusters Score -109623.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -109631.765625 Penalty: 3263.308594 Iteration 11Q: 3 clusters Score -109631.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -109635.453125 Penalty: 3263.308594 Iteration 12Q: 3 clusters Score -109635.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -109639.093750 Penalty: 3263.308594 Iteration 13Q: 3 clusters Score -109639.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -109641.250000 Penalty: 3263.308594 Iteration 14Q: 3 clusters Score -109641.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -109642.195312 Penalty: 3263.308594 Iteration 15Q: 3 clusters Score -109642.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -109643.710938 Penalty: 3263.308594 Iteration 16Q: 3 clusters Score -109643.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -109643.710938 Penalty: 3263.308594 Iteration 17F: 3 clusters Score -109643.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (9733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9733 members Entering Unmasked Estep Score: -1614867.375000 Penalty: 2277.452637 Iteration 0F: 2 clusters Score -1614867 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -1607369.500000 Penalty: 4554.905273 Iteration 0F: 3 clusters Score -1607370 nChanged 4021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -1609466.750000 Penalty: 4554.905273 Iteration 1F: 3 clusters Score -1609467 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -1609794.250000 Penalty: 4554.905273 Iteration 2F: 3 clusters Score -1609794 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -1610065.500000 Penalty: 4554.905273 Iteration 3F: 3 clusters Score -1610066 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -1610344.875000 Penalty: 4554.905273 Iteration 4Q: 3 clusters Score -1610345 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -1610662.000000 Penalty: 4554.905273 Iteration 5Q: 3 clusters Score -1610662 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -1611066.625000 Penalty: 4554.905273 Iteration 6Q: 3 clusters Score -1611067 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -1611510.625000 Penalty: 4554.905273 Iteration 7F: 3 clusters Score -1611511 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1611962.500000 Penalty: 4554.905273 Iteration 8F: 3 clusters Score -1611962 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -1612356.375000 Penalty: 4554.905273 Iteration 9F: 3 clusters Score -1612356 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -1612672.625000 Penalty: 4554.905273 Iteration 10Q: 3 clusters Score -1612673 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -1612901.125000 Penalty: 4554.905273 Iteration 11Q: 3 clusters Score -1612901 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -1613056.000000 Penalty: 4554.905273 Iteration 12Q: 3 clusters Score -1613056 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -1613180.125000 Penalty: 4554.905273 Iteration 13Q: 3 clusters Score -1613180 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -1613258.500000 Penalty: 4554.905273 Iteration 14Q: 3 clusters Score -1613258 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -1613304.125000 Penalty: 4554.905273 Iteration 15Q: 3 clusters Score -1613304 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -1613355.875000 Penalty: 4554.905273 Iteration 16Q: 3 clusters Score -1613356 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -1613378.750000 Penalty: 4554.905273 Iteration 17Q: 3 clusters Score -1613379 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 6919 members Entering Unmasked Estep Score: -1613396.625000 Penalty: 4554.905273 Iteration 18Q: 3 clusters Score -1613397 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -1613415.000000 Penalty: 4554.905273 Iteration 19Q: 3 clusters Score -1613415 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -1613423.625000 Penalty: 4554.905273 Iteration 20F: 3 clusters Score -1613424 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 7049 members Entering Unmasked Estep Score: -1613439.875000 Penalty: 4554.905273 Iteration 21Q: 3 clusters Score -1613440 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -1613450.000000 Penalty: 4554.905273 Iteration 22Q: 3 clusters Score -1613450 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 7116 members Entering Unmasked Estep Score: -1613461.250000 Penalty: 4554.905273 Iteration 23Q: 3 clusters Score -1613461 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -1613463.125000 Penalty: 4554.905273 Iteration 24Q: 3 clusters Score -1613463 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -1613470.500000 Penalty: 4554.905273 Iteration 25Q: 3 clusters Score -1613470 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -1613473.875000 Penalty: 4554.905273 Iteration 26Q: 3 clusters Score -1613474 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -1613474.625000 Penalty: 4554.905273 Iteration 27Q: 3 clusters Score -1613475 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -1613477.875000 Penalty: 4554.905273 Iteration 28Q: 3 clusters Score -1613478 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -1613477.750000 Penalty: 4554.905273 Iteration 29Q: 3 clusters Score -1613478 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -1613482.250000 Penalty: 4554.905273 Iteration 30Q: 3 clusters Score -1613482 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -1613483.750000 Penalty: 4554.905273 Iteration 31Q: 3 clusters Score -1613484 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -1613487.875000 Penalty: 4554.905273 Iteration 32Q: 3 clusters Score -1613488 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -1613495.750000 Penalty: 4554.905273 Iteration 33Q: 3 clusters Score -1613496 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -1613501.250000 Penalty: 4554.905273 Iteration 34Q: 3 clusters Score -1613501 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -1613500.250000 Penalty: 4554.905273 Iteration 35Q: 3 clusters Score -1613500 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -1613502.125000 Penalty: 4554.905273 Iteration 36Q: 3 clusters Score -1613502 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -1613503.875000 Penalty: 4554.905273 Iteration 37Q: 3 clusters Score -1613504 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -1613503.625000 Penalty: 4554.905273 Iteration 38Q: 3 clusters Score -1613504 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -1613506.375000 Penalty: 4554.905273 Iteration 39Q: 3 clusters Score -1613506 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -1613508.125000 Penalty: 4554.905273 Iteration 40F: 3 clusters Score -1613508 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -1613508.750000 Penalty: 4554.905273 Iteration 41Q: 3 clusters Score -1613509 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -1613506.000000 Penalty: 4554.905273 Iteration 42Q: 3 clusters Score -1613506 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -1613505.125000 Penalty: 4554.905273 Iteration 43Q: 3 clusters Score -1613505 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -1613503.250000 Penalty: 4554.905273 Iteration 44Q: 3 clusters Score -1613503 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 7355 members Entering Unmasked Estep Score: -1613508.875000 Penalty: 4554.905273 Iteration 45Q: 3 clusters Score -1613509 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -1613508.125000 Penalty: 4554.905273 Iteration 46Q: 3 clusters Score -1613508 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -1613513.000000 Penalty: 4554.905273 Iteration 47Q: 3 clusters Score -1613513 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 7380 members Entering Unmasked Estep Score: -1613515.250000 Penalty: 4554.905273 Iteration 48Q: 3 clusters Score -1613515 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -1613513.000000 Penalty: 4554.905273 Iteration 49Q: 3 clusters Score -1613513 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 7389 members Entering Unmasked Estep Score: -1613512.750000 Penalty: 4554.905273 Iteration 50Q: 3 clusters Score -1613513 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -1613517.875000 Penalty: 4554.905273 Iteration 51Q: 3 clusters Score -1613518 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -1613518.250000 Penalty: 4554.905273 Iteration 52Q: 3 clusters Score -1613518 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 7401 members Entering Unmasked Estep Score: -1613517.500000 Penalty: 4554.905273 Iteration 53Q: 3 clusters Score -1613518 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -1613519.625000 Penalty: 4554.905273 Iteration 54Q: 3 clusters Score -1613520 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 7412 members Entering Unmasked Estep Score: -1613521.625000 Penalty: 4554.905273 Iteration 55Q: 3 clusters Score -1613522 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 7417 members Entering Unmasked Estep Score: -1613525.875000 Penalty: 4554.905273 Iteration 56Q: 3 clusters Score -1613526 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -1613525.250000 Penalty: 4554.905273 Iteration 57Q: 3 clusters Score -1613525 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -1613526.625000 Penalty: 4554.905273 Iteration 58Q: 3 clusters Score -1613527 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -1613525.750000 Penalty: 4554.905273 Iteration 59Q: 3 clusters Score -1613526 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -1613521.875000 Penalty: 4554.905273 Iteration 60F: 3 clusters Score -1613522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41599 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49975 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8966 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40012 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10434 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746636.000000 Penalty: 79767.406250 Iteration 279Q: 27 clusters Score -3.774664e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41602 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49971 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8967 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40012 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10434 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746628.000000 Penalty: 79767.406250 Iteration 280F: 27 clusters Score -3.774663e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41602 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49971 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8968 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40012 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10433 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746640.000000 Penalty: 79767.406250 Iteration 281Q: 27 clusters Score -3.774664e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41602 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49973 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8968 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40012 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10431 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746624.000000 Penalty: 79767.406250 Iteration 282Q: 27 clusters Score -3.774662e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41607 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49968 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8970 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40011 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10430 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746660.000000 Penalty: 79767.406250 Iteration 283Q: 27 clusters Score -3.774666e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41604 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49970 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8972 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40010 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10430 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746648.000000 Penalty: 79767.406250 Iteration 284Q: 27 clusters Score -3.774665e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41608 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49965 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8974 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40009 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10430 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746624.000000 Penalty: 79767.406250 Iteration 285Q: 27 clusters Score -3.774662e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41614 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49958 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8975 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40009 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10430 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746616.000000 Penalty: 79767.406250 Iteration 286Q: 27 clusters Score -3.774662e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41613 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49959 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8975 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40009 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10430 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746620.000000 Penalty: 79767.406250 Iteration 287Q: 27 clusters Score -3.774662e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41612 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49961 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8975 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40008 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10430 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746620.000000 Penalty: 79767.406250 Iteration 288Q: 27 clusters Score -3.774662e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41613 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49959 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8977 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40007 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10430 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746624.000000 Penalty: 79767.406250 Iteration 289Q: 27 clusters Score -3.774662e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41611 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49963 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8977 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40006 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10429 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746616.000000 Penalty: 79767.406250 Iteration 290Q: 27 clusters Score -3.774662e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41616 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49957 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8978 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40006 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10429 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746636.000000 Penalty: 79767.406250 Iteration 291Q: 27 clusters Score -3.774664e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41617 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49956 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8979 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40006 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10428 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746640.000000 Penalty: 79767.406250 Iteration 292Q: 27 clusters Score -3.774664e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41618 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49954 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8980 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28350 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40006 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10429 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746640.000000 Penalty: 79767.406250 Iteration 293Q: 27 clusters Score -3.774664e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41615 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49959 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8980 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28346 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40005 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10431 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746648.000000 Penalty: 79767.406250 Iteration 294Q: 27 clusters Score -3.774665e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41613 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49962 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8981 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28344 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40004 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10431 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746636.000000 Penalty: 79767.406250 Iteration 295Q: 27 clusters Score -3.774664e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41615 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49963 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8979 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28344 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40003 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10431 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746652.000000 Penalty: 79767.406250 Iteration 296Q: 27 clusters Score -3.774665e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41613 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49968 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8976 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28344 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40002 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10432 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746664.000000 Penalty: 79767.406250 Iteration 297Q: 27 clusters Score -3.774666e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41615 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49966 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8976 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40002 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10434 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746648.000000 Penalty: 79767.406250 Iteration 298Q: 27 clusters Score -3.774665e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41615 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49967 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8977 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28341 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40002 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10433 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746640.000000 Penalty: 79767.406250 Iteration 299Q: 27 clusters Score -3.774664e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41611 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49974 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8977 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28341 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40001 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10431 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746648.000000 Penalty: 79767.406250 Iteration 300F: 27 clusters Score -3.774665e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41607 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49976 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8978 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28341 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40002 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10431 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746664.000000 Penalty: 79767.406250 Iteration 301Q: 27 clusters Score -3.774666e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41607 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49975 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8980 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28341 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40002 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10430 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746624.000000 Penalty: 79767.406250 Iteration 302Q: 27 clusters Score -3.774662e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41611 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49974 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8978 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28341 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40002 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10429 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746628.000000 Penalty: 79767.406250 Iteration 303Q: 27 clusters Score -3.774663e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41611 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49977 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8977 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28341 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40002 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10427 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746624.000000 Penalty: 79767.406250 Iteration 304Q: 27 clusters Score -3.774662e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41611 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49978 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8976 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28341 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40003 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10426 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9733 members Entering Unmasked Estep ConsiderDeletion Score: -37746608.000000 Penalty: 79767.406250 Iteration 305Q: 27 clusters Score -3.774661e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41611 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49978 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8976 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28341 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40004 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10426 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746620.000000 Penalty: 79767.406250 Iteration 306Q: 27 clusters Score -3.774662e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41606 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49981 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8976 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40005 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10426 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746640.000000 Penalty: 79767.406250 Iteration 307Q: 27 clusters Score -3.774664e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41601 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49987 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8975 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28343 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40004 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10426 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746636.000000 Penalty: 79767.406250 Iteration 308Q: 27 clusters Score -3.774664e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41594 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49994 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8975 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40004 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10427 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746648.000000 Penalty: 79767.406250 Iteration 309Q: 27 clusters Score -3.774665e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41593 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49995 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8975 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40004 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10427 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746656.000000 Penalty: 79767.406250 Iteration 310Q: 27 clusters Score -3.774666e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41592 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49997 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8975 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40004 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10426 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746656.000000 Penalty: 79767.406250 Iteration 311Q: 27 clusters Score -3.774666e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41594 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49996 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8975 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40004 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10425 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746664.000000 Penalty: 79767.406250 Iteration 312Q: 27 clusters Score -3.774666e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41598 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49992 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8976 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40003 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10425 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746656.000000 Penalty: 79767.406250 Iteration 313Q: 27 clusters Score -3.774666e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41601 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49988 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8976 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40003 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10426 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746644.000000 Penalty: 79767.406250 Iteration 314Q: 27 clusters Score -3.774664e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41606 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49982 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8976 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40003 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10427 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746656.000000 Penalty: 79767.406250 Iteration 315Q: 27 clusters Score -3.774666e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41606 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49979 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8980 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40003 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10426 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746676.000000 Penalty: 79767.406250 Iteration 316Q: 27 clusters Score -3.774668e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41609 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49975 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8982 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40002 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10426 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746672.000000 Penalty: 79767.406250 Iteration 317Q: 27 clusters Score -3.774667e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41613 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49972 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8983 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40001 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10425 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746688.000000 Penalty: 79767.406250 Iteration 318Q: 27 clusters Score -3.774669e+07 nChanged 10 Entering ConstructFrom: Score: -37746688.000000 Penalty: 79767.406250 Entering ConstructFrom: Trying to split cluster 1 (509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Entering Unmasked Estep Score: -73103.257812 Penalty: 1545.647095 Iteration 0F: 2 clusters Score -73103.26 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 246 members Entering Unmasked Estep Score: -71720.734375 Penalty: 3091.294189 Iteration 0F: 3 clusters Score -71720.73 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -72152.304688 Penalty: 3091.294189 Iteration 1F: 3 clusters Score -72152.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -72352.015625 Penalty: 3091.294189 Iteration 2F: 3 clusters Score -72352.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -72435.515625 Penalty: 3091.294189 Iteration 3F: 3 clusters Score -72435.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -72469.406250 Penalty: 3091.294189 Iteration 4Q: 3 clusters Score -72469.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -72478.398438 Penalty: 3091.294189 Iteration 5Q: 3 clusters Score -72478.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -72478.398438 Penalty: 3091.294189 Iteration 6F: 3 clusters Score -72478.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Entering Unmasked Estep Score: -20925.148438 Penalty: 1258.643066 Iteration 0F: 2 clusters Score -20925.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -19947.187500 Penalty: 2517.286133 Iteration 0F: 3 clusters Score -19947.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -19996.427734 Penalty: 2517.286133 Iteration 1Q: 3 clusters Score -19996.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -20023.240234 Penalty: 2517.286133 Iteration 2Q: 3 clusters Score -20023.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -20035.972656 Penalty: 2517.286133 Iteration 3Q: 3 clusters Score -20035.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -20035.972656 Penalty: 2517.286133 Iteration 4F: 3 clusters Score -20035.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2087 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Entering Unmasked Estep Score: -313155.343750 Penalty: 1895.583740 Iteration 0F: 2 clusters Score -313155.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -310502.812500 Penalty: 3791.167480 Iteration 0F: 3 clusters Score -310502.8 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -311154.843750 Penalty: 3791.167480 Iteration 1F: 3 clusters Score -311154.8 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -311473.812500 Penalty: 3791.167480 Iteration 2F: 3 clusters Score -311473.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -311777.437500 Penalty: 3791.167480 Iteration 3F: 3 clusters Score -311777.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -312115.250000 Penalty: 3791.167480 Iteration 4F: 3 clusters Score -312115.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -312420.625000 Penalty: 3791.167480 Iteration 5F: 3 clusters Score -312420.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -312691.750000 Penalty: 3791.167480 Iteration 6F: 3 clusters Score -312691.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -312850.125000 Penalty: 3791.167480 Iteration 7Q: 3 clusters Score -312850.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -312923.500000 Penalty: 3791.167480 Iteration 8Q: 3 clusters Score -312923.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -312959.125000 Penalty: 3791.167480 Iteration 9Q: 3 clusters Score -312959.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -312987.687500 Penalty: 3791.167480 Iteration 10Q: 3 clusters Score -312987.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -312994.375000 Penalty: 3791.167480 Iteration 11Q: 3 clusters Score -312994.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -312997.500000 Penalty: 3791.167480 Iteration 12Q: 3 clusters Score -312997.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -312998.781250 Penalty: 3791.167480 Iteration 13Q: 3 clusters Score -312998.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -313002.468750 Penalty: 3791.167480 Iteration 14Q: 3 clusters Score -313002.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -313004.750000 Penalty: 3791.167480 Iteration 15Q: 3 clusters Score -313004.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -313006.062500 Penalty: 3791.167480 Iteration 16Q: 3 clusters Score -313006.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -313007.187500 Penalty: 3791.167480 Iteration 17Q: 3 clusters Score -313007.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -313007.187500 Penalty: 3791.167480 Iteration 18F: 3 clusters Score -313007.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Entering Unmasked Estep Score: -951950.812500 Penalty: 2159.004395 Iteration 0F: 2 clusters Score -951950.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -946741.375000 Penalty: 4318.008789 Iteration 0F: 3 clusters Score -946741.4 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -948040.687500 Penalty: 4318.008789 Iteration 1F: 3 clusters Score -948040.7 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -948334.062500 Penalty: 4318.008789 Iteration 2F: 3 clusters Score -948334.1 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -948571.437500 Penalty: 4318.008789 Iteration 3F: 3 clusters Score -948571.4 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -948790.937500 Penalty: 4318.008789 Iteration 4F: 3 clusters Score -948790.9 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -949051.812500 Penalty: 4318.008789 Iteration 5Q: 3 clusters Score -949051.8 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -949406.812500 Penalty: 4318.008789 Iteration 6F: 3 clusters Score -949406.8 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -949866.312500 Penalty: 4318.008789 Iteration 7F: 3 clusters Score -949866.3 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -950377.562500 Penalty: 4318.008789 Iteration 8F: 3 clusters Score -950377.6 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -950751.000000 Penalty: 4318.008789 Iteration 9F: 3 clusters Score -950751 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -950945.125000 Penalty: 4318.008789 Iteration 10Q: 3 clusters Score -950945.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -951041.125000 Penalty: 4318.008789 Iteration 11Q: 3 clusters Score -951041.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -951083.375000 Penalty: 4318.008789 Iteration 12Q: 3 clusters Score -951083.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -951104.062500 Penalty: 4318.008789 Iteration 13Q: 3 clusters Score -951104.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -951119.000000 Penalty: 4318.008789 Iteration 14Q: 3 clusters Score -951119 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -951131.812500 Penalty: 4318.008789 Iteration 15Q: 3 clusters Score -951131.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -951142.000000 Penalty: 4318.008789 Iteration 16Q: 3 clusters Score -951142 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -951148.062500 Penalty: 4318.008789 Iteration 17Q: 3 clusters Score -951148.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -951153.437500 Penalty: 4318.008789 Iteration 18Q: 3 clusters Score -951153.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -951158.687500 Penalty: 4318.008789 Iteration 19Q: 3 clusters Score -951158.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -951160.500000 Penalty: 4318.008789 Iteration 20F: 3 clusters Score -951160.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -951162.125000 Penalty: 4318.008789 Iteration 21Q: 3 clusters Score -951162.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -951163.125000 Penalty: 4318.008789 Iteration 22Q: 3 clusters Score -951163.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -951165.687500 Penalty: 4318.008789 Iteration 23Q: 3 clusters Score -951165.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -951166.187500 Penalty: 4318.008789 Iteration 24Q: 3 clusters Score -951166.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -951165.375000 Penalty: 4318.008789 Iteration 25Q: 3 clusters Score -951165.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -951165.375000 Penalty: 4318.008789 Iteration 26F: 3 clusters Score -951165.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Entering Unmasked Estep Score: -49518.414062 Penalty: 1477.689331 Iteration 0F: 2 clusters Score -49518.41 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 168 members Entering Unmasked Estep Score: -48388.652344 Penalty: 2955.378662 Iteration 0F: 3 clusters Score -48388.65 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -48862.121094 Penalty: 2955.378662 Iteration 1F: 3 clusters Score -48862.12 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -49026.945312 Penalty: 2955.378662 Iteration 2F: 3 clusters Score -49026.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -49098.269531 Penalty: 2955.378662 Iteration 3Q: 3 clusters Score -49098.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -49117.960938 Penalty: 2955.378662 Iteration 4Q: 3 clusters Score -49117.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -49174.261719 Penalty: 2955.378662 Iteration 5Q: 3 clusters Score -49174.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -49262.476562 Penalty: 2955.378662 Iteration 6Q: 3 clusters Score -49262.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -49305.441406 Penalty: 2955.378662 Iteration 7Q: 3 clusters Score -49305.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -49309.128906 Penalty: 2955.378662 Iteration 8Q: 3 clusters Score -49309.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -49317.347656 Penalty: 2955.378662 Iteration 9Q: 3 clusters Score -49317.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -49320.730469 Penalty: 2955.378662 Iteration 10F: 3 clusters Score -49320.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -49464.933594 Penalty: 2955.378662 Iteration 11Q: 3 clusters Score -49464.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -49590.261719 Penalty: 2955.378662 Iteration 12Q: 3 clusters Score -49590.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -49616.660156 Penalty: 2955.378662 Iteration 13Q: 3 clusters Score -49616.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -49631.234375 Penalty: 2955.378662 Iteration 14Q: 3 clusters Score -49631.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -49637.710938 Penalty: 2955.378662 Iteration 15Q: 3 clusters Score -49637.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -49643.011719 Penalty: 2955.378662 Iteration 16Q: 3 clusters Score -49643.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -49646.707031 Penalty: 2955.378662 Iteration 17Q: 3 clusters Score -49646.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -49648.046875 Penalty: 2955.378662 Iteration 18F: 3 clusters Score -49648.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -49704.359375 Penalty: 2955.378662 Iteration 19Q: 3 clusters Score -49704.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -49721.093750 Penalty: 2955.378662 Iteration 20F: 3 clusters Score -49721.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -49788.750000 Penalty: 2955.378662 Iteration 21Q: 3 clusters Score -49788.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -49805.882812 Penalty: 2955.378662 Iteration 22Q: 3 clusters Score -49805.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -49805.882812 Penalty: 2955.378662 Iteration 23F: 3 clusters Score -49805.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 298 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41614 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49972 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8983 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40001 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10424 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Mstep: Class 27 contains 89 members Entering Unmasked Estep Score: -37745396.000000 Penalty: 82835.382812 Splitting cluster 5 changes total score from -37746688.000000 to -37745396.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (1169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Entering Unmasked Estep Score: -188207.796875 Penalty: 1751.848145 Iteration 0F: 2 clusters Score -188207.8 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 561 members Entering Unmasked Estep Score: -186129.265625 Penalty: 3503.696289 Iteration 0F: 3 clusters Score -186129.3 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -186470.046875 Penalty: 3503.696289 Iteration 1F: 3 clusters Score -186470 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -186593.890625 Penalty: 3503.696289 Iteration 2F: 3 clusters Score -186593.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -186682.937500 Penalty: 3503.696289 Iteration 3Q: 3 clusters Score -186682.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -186747.093750 Penalty: 3503.696289 Iteration 4Q: 3 clusters Score -186747.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -186823.281250 Penalty: 3503.696289 Iteration 5Q: 3 clusters Score -186823.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -186867.843750 Penalty: 3503.696289 Iteration 6Q: 3 clusters Score -186867.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -186897.578125 Penalty: 3503.696289 Iteration 7Q: 3 clusters Score -186897.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -186924.921875 Penalty: 3503.696289 Iteration 8Q: 3 clusters Score -186924.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -186956.031250 Penalty: 3503.696289 Iteration 9Q: 3 clusters Score -186956 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -186984.218750 Penalty: 3503.696289 Iteration 10Q: 3 clusters Score -186984.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -187007.718750 Penalty: 3503.696289 Iteration 11Q: 3 clusters Score -187007.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -187035.468750 Penalty: 3503.696289 Iteration 12Q: 3 clusters Score -187035.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -187064.515625 Penalty: 3503.696289 Iteration 13Q: 3 clusters Score -187064.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -187084.921875 Penalty: 3503.696289 Iteration 14Q: 3 clusters Score -187084.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -187109.859375 Penalty: 3503.696289 Iteration 15Q: 3 clusters Score -187109.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -187136.703125 Penalty: 3503.696289 Iteration 16Q: 3 clusters Score -187136.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -187166.046875 Penalty: 3503.696289 Iteration 17Q: 3 clusters Score -187166 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -187204.281250 Penalty: 3503.696289 Iteration 18Q: 3 clusters Score -187204.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -187224.609375 Penalty: 3503.696289 Iteration 19Q: 3 clusters Score -187224.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -187244.984375 Penalty: 3503.696289 Iteration 20F: 3 clusters Score -187245 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -187260.296875 Penalty: 3503.696289 Iteration 21Q: 3 clusters Score -187260.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -187274.859375 Penalty: 3503.696289 Iteration 22Q: 3 clusters Score -187274.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -187294.218750 Penalty: 3503.696289 Iteration 23Q: 3 clusters Score -187294.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -187303.687500 Penalty: 3503.696289 Iteration 24Q: 3 clusters Score -187303.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -187316.640625 Penalty: 3503.696289 Iteration 25Q: 3 clusters Score -187316.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -187324.921875 Penalty: 3503.696289 Iteration 26Q: 3 clusters Score -187324.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -187326.187500 Penalty: 3503.696289 Iteration 27Q: 3 clusters Score -187326.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -187327.218750 Penalty: 3503.696289 Iteration 28Q: 3 clusters Score -187327.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -187328.281250 Penalty: 3503.696289 Iteration 29Q: 3 clusters Score -187328.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -187329.734375 Penalty: 3503.696289 Iteration 30Q: 3 clusters Score -187329.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -187330.984375 Penalty: 3503.696289 Iteration 31Q: 3 clusters Score -187331 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -187331.859375 Penalty: 3503.696289 Iteration 32Q: 3 clusters Score -187331.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -187331.859375 Penalty: 3503.696289 Iteration 33F: 3 clusters Score -187331.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (41614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41614 members Entering Unmasked Estep Score: -6941454.500000 Penalty: 2637.775635 Iteration 0F: 2 clusters Score -6941454 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20935 members Mstep: Class 2 contains 20679 members Entering Unmasked Estep Score: -6915732.500000 Penalty: 5275.551270 Iteration 0F: 3 clusters Score -6915732 nChanged 19080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22301 members Mstep: Class 2 contains 19313 members Entering Unmasked Estep Score: -6926664.500000 Penalty: 5275.551270 Iteration 1F: 3 clusters Score -6926664 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23117 members Mstep: Class 2 contains 18497 members Entering Unmasked Estep Score: -6927457.000000 Penalty: 5275.551270 Iteration 2Q: 3 clusters Score -6927457 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24221 members Mstep: Class 2 contains 17393 members Entering Unmasked Estep Score: -6928301.500000 Penalty: 5275.551270 Iteration 3F: 3 clusters Score -6928302 nChanged 2212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25719 members Mstep: Class 2 contains 15895 members Entering Unmasked Estep Score: -6929324.000000 Penalty: 5275.551270 Iteration 4F: 3 clusters Score -6929324 nChanged 2290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27575 members Mstep: Class 2 contains 14039 members Entering Unmasked Estep Score: -6930358.500000 Penalty: 5275.551270 Iteration 5F: 3 clusters Score -6930358 nChanged 2447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29696 members Mstep: Class 2 contains 11918 members Entering Unmasked Estep Score: -6931460.000000 Penalty: 5275.551270 Iteration 6F: 3 clusters Score -6931460 nChanged 2447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31929 members Mstep: Class 2 contains 9685 members Entering Unmasked Estep Score: -6932484.000000 Penalty: 5275.551270 Iteration 7F: 3 clusters Score -6932484 nChanged 2279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34092 members Mstep: Class 2 contains 7522 members Entering Unmasked Estep Score: -6933550.000000 Penalty: 5275.551270 Iteration 8F: 3 clusters Score -6933550 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35965 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -6934603.500000 Penalty: 5275.551270 Iteration 9Q: 3 clusters Score -6934604 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37506 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -6935619.500000 Penalty: 5275.551270 Iteration 10Q: 3 clusters Score -6935620 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38709 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -6936431.000000 Penalty: 5275.551270 Iteration 11Q: 3 clusters Score -6936431 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39586 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -6937201.000000 Penalty: 5275.551270 Iteration 12Q: 3 clusters Score -6937201 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40211 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -6937858.500000 Penalty: 5275.551270 Iteration 13Q: 3 clusters Score -6937858 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40635 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -6938329.500000 Penalty: 5275.551270 Iteration 14Q: 3 clusters Score -6938330 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40884 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -6938605.000000 Penalty: 5275.551270 Iteration 15Q: 3 clusters Score -6938605 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41029 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -6938808.500000 Penalty: 5275.551270 Iteration 16Q: 3 clusters Score -6938808 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41111 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -6938891.500000 Penalty: 5275.551270 Iteration 17Q: 3 clusters Score -6938892 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41155 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -6938944.500000 Penalty: 5275.551270 Iteration 18Q: 3 clusters Score -6938944 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41180 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -6938987.500000 Penalty: 5275.551270 Iteration 19Q: 3 clusters Score -6938988 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41193 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -6939014.500000 Penalty: 5275.551270 Iteration 20F: 3 clusters Score -6939014 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41205 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -6939015.500000 Penalty: 5275.551270 Iteration 21Q: 3 clusters Score -6939016 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41216 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -6939031.500000 Penalty: 5275.551270 Iteration 22Q: 3 clusters Score -6939032 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41228 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -6939043.000000 Penalty: 5275.551270 Iteration 23Q: 3 clusters Score -6939043 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41238 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -6939061.500000 Penalty: 5275.551270 Iteration 24Q: 3 clusters Score -6939062 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41242 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -6939072.500000 Penalty: 5275.551270 Iteration 25Q: 3 clusters Score -6939072 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41243 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -6939083.000000 Penalty: 5275.551270 Iteration 26Q: 3 clusters Score -6939083 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41244 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -6939077.000000 Penalty: 5275.551270 Iteration 27Q: 3 clusters Score -6939077 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41244 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -6939079.000000 Penalty: 5275.551270 Iteration 28Q: 3 clusters Score -6939079 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41244 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -6939079.000000 Penalty: 5275.551270 Iteration 29F: 3 clusters Score -6939079 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3968 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Entering Unmasked Estep Score: -652569.812500 Penalty: 2054.932373 Iteration 0F: 2 clusters Score -652569.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -648693.062500 Penalty: 4109.864746 Iteration 0F: 3 clusters Score -648693.1 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -649594.937500 Penalty: 4109.864746 Iteration 1F: 3 clusters Score -649594.9 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -649828.312500 Penalty: 4109.864746 Iteration 2F: 3 clusters Score -649828.3 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -649982.875000 Penalty: 4109.864746 Iteration 3F: 3 clusters Score -649982.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -650127.687500 Penalty: 4109.864746 Iteration 4Q: 3 clusters Score -650127.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -650277.625000 Penalty: 4109.864746 Iteration 5Q: 3 clusters Score -650277.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -650423.312500 Penalty: 4109.864746 Iteration 6Q: 3 clusters Score -650423.3 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -650554.750000 Penalty: 4109.864746 Iteration 7Q: 3 clusters Score -650554.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -650660.937500 Penalty: 4109.864746 Iteration 8Q: 3 clusters Score -650660.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -650737.125000 Penalty: 4109.864746 Iteration 9Q: 3 clusters Score -650737.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -650800.000000 Penalty: 4109.864746 Iteration 10Q: 3 clusters Score -650800 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -650836.312500 Penalty: 4109.864746 Iteration 11Q: 3 clusters Score -650836.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -650861.000000 Penalty: 4109.864746 Iteration 12Q: 3 clusters Score -650861 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -650884.062500 Penalty: 4109.864746 Iteration 13Q: 3 clusters Score -650884.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -650906.500000 Penalty: 4109.864746 Iteration 14Q: 3 clusters Score -650906.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -650916.875000 Penalty: 4109.864746 Iteration 15Q: 3 clusters Score -650916.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -650924.687500 Penalty: 4109.864746 Iteration 16Q: 3 clusters Score -650924.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -650931.062500 Penalty: 4109.864746 Iteration 17Q: 3 clusters Score -650931.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -650939.687500 Penalty: 4109.864746 Iteration 18Q: 3 clusters Score -650939.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -650944.250000 Penalty: 4109.864746 Iteration 19Q: 3 clusters Score -650944.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -650950.312500 Penalty: 4109.864746 Iteration 20F: 3 clusters Score -650950.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -650951.562500 Penalty: 4109.864746 Iteration 21Q: 3 clusters Score -650951.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -650952.562500 Penalty: 4109.864746 Iteration 22Q: 3 clusters Score -650952.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -650954.875000 Penalty: 4109.864746 Iteration 23Q: 3 clusters Score -650954.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -650956.625000 Penalty: 4109.864746 Iteration 24Q: 3 clusters Score -650956.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -650956.750000 Penalty: 4109.864746 Iteration 25Q: 3 clusters Score -650956.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -650958.375000 Penalty: 4109.864746 Iteration 26Q: 3 clusters Score -650958.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -650958.375000 Penalty: 4109.864746 Iteration 27Q: 3 clusters Score -650958.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -650958.687500 Penalty: 4109.864746 Iteration 28Q: 3 clusters Score -650958.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -650959.625000 Penalty: 4109.864746 Iteration 29Q: 3 clusters Score -650959.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -650959.625000 Penalty: 4109.864746 Iteration 30Q: 3 clusters Score -650959.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -650959.625000 Penalty: 4109.864746 Iteration 31F: 3 clusters Score -650959.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (49972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49972 members Entering Unmasked Estep Score: -8227570.500000 Penalty: 2683.166016 Iteration 0F: 2 clusters Score -8227570 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24821 members Mstep: Class 2 contains 25151 members Entering Unmasked Estep Score: -8196502.000000 Penalty: 5366.332031 Iteration 0F: 3 clusters Score -8196502 nChanged 23154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23787 members Mstep: Class 2 contains 26185 members Entering Unmasked Estep Score: -8209090.000000 Penalty: 5366.332031 Iteration 1F: 3 clusters Score -8209090 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23110 members Mstep: Class 2 contains 26862 members Entering Unmasked Estep Score: -8209687.000000 Penalty: 5366.332031 Iteration 2Q: 3 clusters Score -8209687 nChanged 2052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22128 members Mstep: Class 2 contains 27844 members Entering Unmasked Estep Score: -8210319.000000 Penalty: 5366.332031 Iteration 3Q: 3 clusters Score -8210319 nChanged 2175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20755 members Mstep: Class 2 contains 29217 members Entering Unmasked Estep Score: -8211149.500000 Penalty: 5366.332031 Iteration 4Q: 3 clusters Score -8211150 nChanged 2526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18901 members Mstep: Class 2 contains 31071 members Entering Unmasked Estep Score: -8212293.500000 Penalty: 5366.332031 Iteration 5F: 3 clusters Score -8212294 nChanged 3030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16495 members Mstep: Class 2 contains 33477 members Entering Unmasked Estep Score: -8213967.500000 Penalty: 5366.332031 Iteration 6F: 3 clusters Score -8213968 nChanged 3297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13772 members Mstep: Class 2 contains 36200 members Entering Unmasked Estep Score: -8216203.500000 Penalty: 5366.332031 Iteration 7F: 3 clusters Score -8216204 nChanged 3097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11279 members Mstep: Class 2 contains 38693 members Entering Unmasked Estep Score: -8218574.500000 Penalty: 5366.332031 Iteration 8F: 3 clusters Score -8218574 nChanged 2659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 40604 members Entering Unmasked Estep Score: -8220624.000000 Penalty: 5366.332031 Iteration 9F: 3 clusters Score -8220624 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8207 members Mstep: Class 2 contains 41765 members Entering Unmasked Estep Score: -8222048.000000 Penalty: 5366.332031 Iteration 10Q: 3 clusters Score -8222048 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 42415 members Entering Unmasked Estep Score: -8223087.000000 Penalty: 5366.332031 Iteration 11Q: 3 clusters Score -8223087 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 42764 members Entering Unmasked Estep Score: -8223730.500000 Penalty: 5366.332031 Iteration 12Q: 3 clusters Score -8223730 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 43019 members Entering Unmasked Estep Score: -8224164.500000 Penalty: 5366.332031 Iteration 13Q: 3 clusters Score -8224164 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 43244 members Entering Unmasked Estep Score: -8224553.000000 Penalty: 5366.332031 Iteration 14Q: 3 clusters Score -8224553 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6558 members Mstep: Class 2 contains 43414 members Entering Unmasked Estep Score: -8224885.500000 Penalty: 5366.332031 Iteration 15Q: 3 clusters Score -8224886 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 43578 members Entering Unmasked Estep Score: -8225177.000000 Penalty: 5366.332031 Iteration 16Q: 3 clusters Score -8225177 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 43723 members Entering Unmasked Estep Score: -8225395.500000 Penalty: 5366.332031 Iteration 17Q: 3 clusters Score -8225396 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 43860 members Entering Unmasked Estep Score: -8225553.000000 Penalty: 5366.332031 Iteration 18Q: 3 clusters Score -8225553 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 43978 members Entering Unmasked Estep Score: -8225678.000000 Penalty: 5366.332031 Iteration 19Q: 3 clusters Score -8225678 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 44084 members Entering Unmasked Estep Score: -8225758.500000 Penalty: 5366.332031 Iteration 20F: 3 clusters Score -8225758 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 44171 members Entering Unmasked Estep Score: -8225822.500000 Penalty: 5366.332031 Iteration 21Q: 3 clusters Score -8225822 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 44259 members Entering Unmasked Estep Score: -8225889.500000 Penalty: 5366.332031 Iteration 22Q: 3 clusters Score -8225890 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 44336 members Entering Unmasked Estep Score: -8225924.500000 Penalty: 5366.332031 Iteration 23Q: 3 clusters Score -8225924 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 44396 members Entering Unmasked Estep Score: -8225965.000000 Penalty: 5366.332031 Iteration 24Q: 3 clusters Score -8225965 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 44467 members Entering Unmasked Estep Score: -8226008.000000 Penalty: 5366.332031 Iteration 25Q: 3 clusters Score -8226008 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 44540 members Entering Unmasked Estep Score: -8226035.500000 Penalty: 5366.332031 Iteration 26Q: 3 clusters Score -8226036 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 44608 members Entering Unmasked Estep Score: -8226046.500000 Penalty: 5366.332031 Iteration 27Q: 3 clusters Score -8226046 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 44674 members Entering Unmasked Estep Score: -8226075.500000 Penalty: 5366.332031 Iteration 28Q: 3 clusters Score -8226076 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 44741 members Entering Unmasked Estep Score: -8226111.000000 Penalty: 5366.332031 Iteration 29Q: 3 clusters Score -8226111 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 44815 members Entering Unmasked Estep Score: -8226145.000000 Penalty: 5366.332031 Iteration 30Q: 3 clusters Score -8226145 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 44898 members Entering Unmasked Estep Score: -8226194.000000 Penalty: 5366.332031 Iteration 31Q: 3 clusters Score -8226194 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 44949 members Entering Unmasked Estep Score: -8226202.500000 Penalty: 5366.332031 Iteration 32Q: 3 clusters Score -8226202 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 45002 members Entering Unmasked Estep Score: -8226221.500000 Penalty: 5366.332031 Iteration 33Q: 3 clusters Score -8226222 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 45048 members Entering Unmasked Estep Score: -8226225.500000 Penalty: 5366.332031 Iteration 34Q: 3 clusters Score -8226226 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 45088 members Entering Unmasked Estep Score: -8226235.000000 Penalty: 5366.332031 Iteration 35Q: 3 clusters Score -8226235 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 45113 members Entering Unmasked Estep Score: -8226244.500000 Penalty: 5366.332031 Iteration 36Q: 3 clusters Score -8226244 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 45130 members Entering Unmasked Estep Score: -8226245.500000 Penalty: 5366.332031 Iteration 37Q: 3 clusters Score -8226246 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 45146 members Entering Unmasked Estep Score: -8226255.000000 Penalty: 5366.332031 Iteration 38Q: 3 clusters Score -8226255 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 45165 members Entering Unmasked Estep Score: -8226253.500000 Penalty: 5366.332031 Iteration 39Q: 3 clusters Score -8226254 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 45182 members Entering Unmasked Estep Score: -8226255.500000 Penalty: 5366.332031 Iteration 40F: 3 clusters Score -8226256 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 45189 members Entering Unmasked Estep Score: -8226254.000000 Penalty: 5366.332031 Iteration 41Q: 3 clusters Score -8226254 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 45193 members Entering Unmasked Estep Score: -8226249.000000 Penalty: 5366.332031 Iteration 42Q: 3 clusters Score -8226249 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 45195 members Entering Unmasked Estep Score: -8226251.000000 Penalty: 5366.332031 Iteration 43Q: 3 clusters Score -8226251 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 45196 members Entering Unmasked Estep Score: -8226254.000000 Penalty: 5366.332031 Iteration 44Q: 3 clusters Score -8226254 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 45197 members Entering Unmasked Estep Score: -8226254.000000 Penalty: 5366.332031 Iteration 45Q: 3 clusters Score -8226254 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 45197 members Entering Unmasked Estep Score: -8226254.000000 Penalty: 5366.332031 Iteration 46F: 3 clusters Score -8226254 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Entering Unmasked Estep Score: -28240.878906 Penalty: 1307.703979 Iteration 0F: 2 clusters Score -28240.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -27121.134766 Penalty: 2615.407959 Iteration 0F: 3 clusters Score -27121.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -27173.074219 Penalty: 2615.407959 Iteration 1F: 3 clusters Score -27173.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -27217.171875 Penalty: 2615.407959 Iteration 2Q: 3 clusters Score -27217.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -27219.937500 Penalty: 2615.407959 Iteration 3Q: 3 clusters Score -27219.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -27219.937500 Penalty: 2615.407959 Iteration 4F: 3 clusters Score -27219.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Entering Unmasked Estep Score: -35197.042969 Penalty: 1404.414185 Iteration 0F: 2 clusters Score -35197.04 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 145 members Entering Unmasked Estep Score: -33968.917969 Penalty: 2808.828369 Iteration 0F: 3 clusters Score -33968.92 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -34197.121094 Penalty: 2808.828369 Iteration 1F: 3 clusters Score -34197.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -34298.156250 Penalty: 2808.828369 Iteration 2F: 3 clusters Score -34298.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -34306.398438 Penalty: 2808.828369 Iteration 3Q: 3 clusters Score -34306.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -34312.437500 Penalty: 2808.828369 Iteration 4Q: 3 clusters Score -34312.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -34312.437500 Penalty: 2808.828369 Iteration 5F: 3 clusters Score -34312.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -35033.820312 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -35033.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -33873.257812 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -33873.26 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -34017.976562 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -34017.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -34061.906250 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -34061.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -34076.515625 Penalty: 2740.624756 Iteration 3Q: 3 clusters Score -34076.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -34105.378906 Penalty: 2740.624756 Iteration 4Q: 3 clusters Score -34105.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -34120.105469 Penalty: 2740.624756 Iteration 5Q: 3 clusters Score -34120.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -34151.976562 Penalty: 2740.624756 Iteration 6Q: 3 clusters Score -34151.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -34161.753906 Penalty: 2740.624756 Iteration 7Q: 3 clusters Score -34161.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -34161.753906 Penalty: 2740.624756 Iteration 8F: 3 clusters Score -34161.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -53517.562500 Penalty: 1497.983154 Iteration 0F: 2 clusters Score -53517.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -52252.617188 Penalty: 2995.966309 Iteration 0F: 3 clusters Score -52252.62 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -52722.656250 Penalty: 2995.966309 Iteration 1F: 3 clusters Score -52722.66 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -52999.125000 Penalty: 2995.966309 Iteration 2F: 3 clusters Score -52999.12 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -53206.257812 Penalty: 2995.966309 Iteration 3F: 3 clusters Score -53206.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -53330.535156 Penalty: 2995.966309 Iteration 4Q: 3 clusters Score -53330.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -53388.191406 Penalty: 2995.966309 Iteration 5Q: 3 clusters Score -53388.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -53412.718750 Penalty: 2995.966309 Iteration 6Q: 3 clusters Score -53412.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -53439.148438 Penalty: 2995.966309 Iteration 7Q: 3 clusters Score -53439.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -53482.746094 Penalty: 2995.966309 Iteration 8Q: 3 clusters Score -53482.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -53595.101562 Penalty: 2995.966309 Iteration 9Q: 3 clusters Score -53595.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -53609.339844 Penalty: 2995.966309 Iteration 10Q: 3 clusters Score -53609.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -53609.339844 Penalty: 2995.966309 Iteration 11F: 3 clusters Score -53609.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41614 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49972 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 255 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8983 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40001 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10424 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Mstep: Class 27 contains 165 members Entering Unmasked Estep Score: -37745192.000000 Penalty: 82835.382812 Splitting cluster 13 changes total score from -37746688.000000 to -37745192.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Entering Unmasked Estep Score: -81129.476562 Penalty: 1581.006104 Iteration 0F: 2 clusters Score -81129.48 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 302 members Entering Unmasked Estep Score: -79561.718750 Penalty: 3162.012207 Iteration 0F: 3 clusters Score -79561.72 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -79769.625000 Penalty: 3162.012207 Iteration 1F: 3 clusters Score -79769.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -79819.648438 Penalty: 3162.012207 Iteration 2Q: 3 clusters Score -79819.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -79844.851562 Penalty: 3162.012207 Iteration 3Q: 3 clusters Score -79844.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -79863.468750 Penalty: 3162.012207 Iteration 4Q: 3 clusters Score -79863.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -79867.812500 Penalty: 3162.012207 Iteration 5Q: 3 clusters Score -79867.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -79871.562500 Penalty: 3162.012207 Iteration 6Q: 3 clusters Score -79871.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -79875.570312 Penalty: 3162.012207 Iteration 7Q: 3 clusters Score -79875.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -79875.570312 Penalty: 3162.012207 Iteration 8F: 3 clusters Score -79875.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Entering Unmasked Estep Score: -1421576.875000 Penalty: 2257.566162 Iteration 0F: 2 clusters Score -1421577 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -1414501.750000 Penalty: 4515.132324 Iteration 0F: 3 clusters Score -1414502 nChanged 3718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -1416593.125000 Penalty: 4515.132324 Iteration 1F: 3 clusters Score -1416593 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -1416979.375000 Penalty: 4515.132324 Iteration 2F: 3 clusters Score -1416979 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1417257.500000 Penalty: 4515.132324 Iteration 3F: 3 clusters Score -1417258 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -1417579.625000 Penalty: 4515.132324 Iteration 4F: 3 clusters Score -1417580 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -1417963.375000 Penalty: 4515.132324 Iteration 5F: 3 clusters Score -1417963 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -1418372.500000 Penalty: 4515.132324 Iteration 6F: 3 clusters Score -1418372 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -1418832.750000 Penalty: 4515.132324 Iteration 7F: 3 clusters Score -1418833 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -1419246.000000 Penalty: 4515.132324 Iteration 8F: 3 clusters Score -1419246 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1419580.875000 Penalty: 4515.132324 Iteration 9Q: 3 clusters Score -1419581 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -1419789.375000 Penalty: 4515.132324 Iteration 10Q: 3 clusters Score -1419789 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -1419920.500000 Penalty: 4515.132324 Iteration 11Q: 3 clusters Score -1419920 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7444 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -1420024.000000 Penalty: 4515.132324 Iteration 12Q: 3 clusters Score -1420024 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -1420084.625000 Penalty: 4515.132324 Iteration 13Q: 3 clusters Score -1420085 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1420129.625000 Penalty: 4515.132324 Iteration 14Q: 3 clusters Score -1420130 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7667 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -1420156.750000 Penalty: 4515.132324 Iteration 15Q: 3 clusters Score -1420157 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1420170.750000 Penalty: 4515.132324 Iteration 16Q: 3 clusters Score -1420171 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -1420190.125000 Penalty: 4515.132324 Iteration 17Q: 3 clusters Score -1420190 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -1420200.875000 Penalty: 4515.132324 Iteration 18Q: 3 clusters Score -1420201 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1420213.000000 Penalty: 4515.132324 Iteration 19Q: 3 clusters Score -1420213 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1420216.250000 Penalty: 4515.132324 Iteration 20F: 3 clusters Score -1420216 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7842 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -1420228.125000 Penalty: 4515.132324 Iteration 21Q: 3 clusters Score -1420228 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -1420236.125000 Penalty: 4515.132324 Iteration 22Q: 3 clusters Score -1420236 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1420247.625000 Penalty: 4515.132324 Iteration 23Q: 3 clusters Score -1420248 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7906 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -1420261.250000 Penalty: 4515.132324 Iteration 24Q: 3 clusters Score -1420261 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7925 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -1420263.625000 Penalty: 4515.132324 Iteration 25Q: 3 clusters Score -1420264 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -1420271.125000 Penalty: 4515.132324 Iteration 26Q: 3 clusters Score -1420271 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -1420278.750000 Penalty: 4515.132324 Iteration 27Q: 3 clusters Score -1420279 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -1420282.500000 Penalty: 4515.132324 Iteration 28Q: 3 clusters Score -1420282 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7980 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1420286.625000 Penalty: 4515.132324 Iteration 29Q: 3 clusters Score -1420287 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7993 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -1420289.375000 Penalty: 4515.132324 Iteration 30Q: 3 clusters Score -1420289 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -1420293.125000 Penalty: 4515.132324 Iteration 31Q: 3 clusters Score -1420293 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -1420299.125000 Penalty: 4515.132324 Iteration 32Q: 3 clusters Score -1420299 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8014 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -1420299.500000 Penalty: 4515.132324 Iteration 33Q: 3 clusters Score -1420300 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -1420300.125000 Penalty: 4515.132324 Iteration 34Q: 3 clusters Score -1420300 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -1420297.750000 Penalty: 4515.132324 Iteration 35Q: 3 clusters Score -1420298 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -1420298.375000 Penalty: 4515.132324 Iteration 36Q: 3 clusters Score -1420298 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -1420298.375000 Penalty: 4515.132324 Iteration 37F: 3 clusters Score -1420298 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23865 members Entering Unmasked Estep Score: -3883017.250000 Penalty: 2499.881592 Iteration 0F: 2 clusters Score -3883017 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11908 members Mstep: Class 2 contains 11957 members Entering Unmasked Estep Score: -3866426.750000 Penalty: 4999.763184 Iteration 0F: 3 clusters Score -3866427 nChanged 10700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11722 members Mstep: Class 2 contains 12143 members Entering Unmasked Estep Score: -3872259.250000 Penalty: 4999.763184 Iteration 1F: 3 clusters Score -3872259 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 12367 members Entering Unmasked Estep Score: -3872772.250000 Penalty: 4999.763184 Iteration 2F: 3 clusters Score -3872772 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 12671 members Entering Unmasked Estep Score: -3873285.250000 Penalty: 4999.763184 Iteration 3Q: 3 clusters Score -3873285 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 13117 members Entering Unmasked Estep Score: -3873944.250000 Penalty: 4999.763184 Iteration 4F: 3 clusters Score -3873944 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10109 members Mstep: Class 2 contains 13756 members Entering Unmasked Estep Score: -3874688.000000 Penalty: 4999.763184 Iteration 5F: 3 clusters Score -3874688 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9185 members Mstep: Class 2 contains 14680 members Entering Unmasked Estep Score: -3875580.750000 Penalty: 4999.763184 Iteration 6F: 3 clusters Score -3875581 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 15842 members Entering Unmasked Estep Score: -3876608.500000 Penalty: 4999.763184 Iteration 7F: 3 clusters Score -3876608 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Mstep: Class 2 contains 17208 members Entering Unmasked Estep Score: -3877816.000000 Penalty: 4999.763184 Iteration 8F: 3 clusters Score -3877816 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 18498 members Entering Unmasked Estep Score: -3878932.250000 Penalty: 4999.763184 Iteration 9F: 3 clusters Score -3878932 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 19663 members Entering Unmasked Estep Score: -3879948.750000 Penalty: 4999.763184 Iteration 10F: 3 clusters Score -3879949 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 20521 members Entering Unmasked Estep Score: -3880680.250000 Penalty: 4999.763184 Iteration 11Q: 3 clusters Score -3880680 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 21122 members Entering Unmasked Estep Score: -3881214.250000 Penalty: 4999.763184 Iteration 12Q: 3 clusters Score -3881214 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 21508 members Entering Unmasked Estep Score: -3881520.750000 Penalty: 4999.763184 Iteration 13Q: 3 clusters Score -3881521 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 21765 members Entering Unmasked Estep Score: -3881687.750000 Penalty: 4999.763184 Iteration 14Q: 3 clusters Score -3881688 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 21936 members Entering Unmasked Estep Score: -3881767.000000 Penalty: 4999.763184 Iteration 15Q: 3 clusters Score -3881767 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 22059 members Entering Unmasked Estep Score: -3881827.500000 Penalty: 4999.763184 Iteration 16Q: 3 clusters Score -3881828 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 22145 members Entering Unmasked Estep Score: -3881862.250000 Penalty: 4999.763184 Iteration 17Q: 3 clusters Score -3881862 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 22211 members Entering Unmasked Estep Score: -3881866.750000 Penalty: 4999.763184 Iteration 18Q: 3 clusters Score -3881867 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 22268 members Entering Unmasked Estep Score: -3881889.750000 Penalty: 4999.763184 Iteration 19Q: 3 clusters Score -3881890 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 22306 members Entering Unmasked Estep Score: -3881903.250000 Penalty: 4999.763184 Iteration 20F: 3 clusters Score -3881903 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 22341 members Entering Unmasked Estep Score: -3881906.250000 Penalty: 4999.763184 Iteration 21Q: 3 clusters Score -3881906 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 22363 members Entering Unmasked Estep Score: -3881913.250000 Penalty: 4999.763184 Iteration 22Q: 3 clusters Score -3881913 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 22381 members Entering Unmasked Estep Score: -3881925.500000 Penalty: 4999.763184 Iteration 23Q: 3 clusters Score -3881926 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 22392 members Entering Unmasked Estep Score: -3881922.000000 Penalty: 4999.763184 Iteration 24Q: 3 clusters Score -3881922 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 22402 members Entering Unmasked Estep Score: -3881924.000000 Penalty: 4999.763184 Iteration 25Q: 3 clusters Score -3881924 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 22407 members Entering Unmasked Estep Score: -3881925.500000 Penalty: 4999.763184 Iteration 26Q: 3 clusters Score -3881926 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 22412 members Entering Unmasked Estep Score: -3881923.500000 Penalty: 4999.763184 Iteration 27Q: 3 clusters Score -3881924 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 22418 members Entering Unmasked Estep Score: -3881917.500000 Penalty: 4999.763184 Iteration 28Q: 3 clusters Score -3881918 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 22422 members Entering Unmasked Estep Score: -3881924.750000 Penalty: 4999.763184 Iteration 29Q: 3 clusters Score -3881925 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 22423 members Entering Unmasked Estep Score: -3881927.250000 Penalty: 4999.763184 Iteration 30Q: 3 clusters Score -3881927 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 22423 members Entering Unmasked Estep Score: -3881927.250000 Penalty: 4999.763184 Iteration 31F: 3 clusters Score -3881927 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -77143.625000 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -77143.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -75612.039062 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -75612.04 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -75904.648438 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -75904.65 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -76082.875000 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -76082.88 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -76201.828125 Penalty: 3131.519775 Iteration 3F: 3 clusters Score -76201.83 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -76269.843750 Penalty: 3131.519775 Iteration 4Q: 3 clusters Score -76269.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -76355.843750 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -76355.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -76383.601562 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -76383.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -76391.296875 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -76391.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -76402.257812 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -76402.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -76412.429688 Penalty: 3131.519775 Iteration 9Q: 3 clusters Score -76412.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -76422.085938 Penalty: 3131.519775 Iteration 10Q: 3 clusters Score -76422.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -76428.109375 Penalty: 3131.519775 Iteration 11Q: 3 clusters Score -76428.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -76428.109375 Penalty: 3131.519775 Iteration 12F: 3 clusters Score -76428.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -78637.601562 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -78637.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -77062.546875 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -77062.55 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -77459.453125 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -77459.45 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -77680.179688 Penalty: 3167.892090 Iteration 2F: 3 clusters Score -77680.18 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -77908.882812 Penalty: 3167.892090 Iteration 3F: 3 clusters Score -77908.88 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -78099.187500 Penalty: 3167.892090 Iteration 4F: 3 clusters Score -78099.19 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -78185.828125 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -78185.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -78223.867188 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -78223.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -78258.015625 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -78258.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -78298.789062 Penalty: 3167.892090 Iteration 8Q: 3 clusters Score -78298.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -78334.531250 Penalty: 3167.892090 Iteration 9Q: 3 clusters Score -78334.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -78366.835938 Penalty: 3167.892090 Iteration 10Q: 3 clusters Score -78366.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -78393.625000 Penalty: 3167.892090 Iteration 11Q: 3 clusters Score -78393.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -78397.000000 Penalty: 3167.892090 Iteration 12Q: 3 clusters Score -78397 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -78411.585938 Penalty: 3167.892090 Iteration 13Q: 3 clusters Score -78411.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -78414.265625 Penalty: 3167.892090 Iteration 14Q: 3 clusters Score -78414.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -78416.328125 Penalty: 3167.892090 Iteration 15Q: 3 clusters Score -78416.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -78417.335938 Penalty: 3167.892090 Iteration 16Q: 3 clusters Score -78417.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -78417.335938 Penalty: 3167.892090 Iteration 17F: 3 clusters Score -78417.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (28342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28342 members Entering Unmasked Estep Score: -4554067.500000 Penalty: 2542.520752 Iteration 0F: 2 clusters Score -4554068 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14152 members Mstep: Class 2 contains 14190 members Entering Unmasked Estep Score: -4534581.000000 Penalty: 5085.041504 Iteration 0F: 3 clusters Score -4534581 nChanged 12810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13656 members Mstep: Class 2 contains 14686 members Entering Unmasked Estep Score: -4541554.000000 Penalty: 5085.041504 Iteration 1F: 3 clusters Score -4541554 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13306 members Mstep: Class 2 contains 15036 members Entering Unmasked Estep Score: -4541986.000000 Penalty: 5085.041504 Iteration 2Q: 3 clusters Score -4541986 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12881 members Mstep: Class 2 contains 15461 members Entering Unmasked Estep Score: -4542404.000000 Penalty: 5085.041504 Iteration 3Q: 3 clusters Score -4542404 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12304 members Mstep: Class 2 contains 16038 members Entering Unmasked Estep Score: -4542819.000000 Penalty: 5085.041504 Iteration 4Q: 3 clusters Score -4542819 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11541 members Mstep: Class 2 contains 16801 members Entering Unmasked Estep Score: -4543367.500000 Penalty: 5085.041504 Iteration 5Q: 3 clusters Score -4543368 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10537 members Mstep: Class 2 contains 17805 members Entering Unmasked Estep Score: -4544102.000000 Penalty: 5085.041504 Iteration 6Q: 3 clusters Score -4544102 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9295 members Mstep: Class 2 contains 19047 members Entering Unmasked Estep Score: -4545126.000000 Penalty: 5085.041504 Iteration 7F: 3 clusters Score -4545126 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 20441 members Entering Unmasked Estep Score: -4546364.000000 Penalty: 5085.041504 Iteration 8F: 3 clusters Score -4546364 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 21899 members Entering Unmasked Estep Score: -4547651.000000 Penalty: 5085.041504 Iteration 9F: 3 clusters Score -4547651 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 23257 members Entering Unmasked Estep Score: -4548844.000000 Penalty: 5085.041504 Iteration 10F: 3 clusters Score -4548844 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 24475 members Entering Unmasked Estep Score: -4549867.000000 Penalty: 5085.041504 Iteration 11Q: 3 clusters Score -4549867 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 25468 members Entering Unmasked Estep Score: -4550650.500000 Penalty: 5085.041504 Iteration 12Q: 3 clusters Score -4550650 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 26213 members Entering Unmasked Estep Score: -4551182.500000 Penalty: 5085.041504 Iteration 13Q: 3 clusters Score -4551182 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 26732 members Entering Unmasked Estep Score: -4551558.000000 Penalty: 5085.041504 Iteration 14Q: 3 clusters Score -4551558 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 27112 members Entering Unmasked Estep Score: -4551831.000000 Penalty: 5085.041504 Iteration 15Q: 3 clusters Score -4551831 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 27364 members Entering Unmasked Estep Score: -4552018.000000 Penalty: 5085.041504 Iteration 16Q: 3 clusters Score -4552018 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 27518 members Entering Unmasked Estep Score: -4552134.000000 Penalty: 5085.041504 Iteration 17Q: 3 clusters Score -4552134 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 27623 members Entering Unmasked Estep Score: -4552208.500000 Penalty: 5085.041504 Iteration 18Q: 3 clusters Score -4552208 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 27682 members Entering Unmasked Estep Score: -4552228.000000 Penalty: 5085.041504 Iteration 19Q: 3 clusters Score -4552228 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 27712 members Entering Unmasked Estep Score: -4552268.000000 Penalty: 5085.041504 Iteration 20F: 3 clusters Score -4552268 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 27737 members Entering Unmasked Estep Score: -4552286.500000 Penalty: 5085.041504 Iteration 21Q: 3 clusters Score -4552286 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 27755 members Entering Unmasked Estep Score: -4552298.500000 Penalty: 5085.041504 Iteration 22Q: 3 clusters Score -4552298 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 27771 members Entering Unmasked Estep Score: -4552305.500000 Penalty: 5085.041504 Iteration 23Q: 3 clusters Score -4552306 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 27784 members Entering Unmasked Estep Score: -4552314.000000 Penalty: 5085.041504 Iteration 24Q: 3 clusters Score -4552314 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 27791 members Entering Unmasked Estep Score: -4552316.500000 Penalty: 5085.041504 Iteration 25Q: 3 clusters Score -4552316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 27795 members Entering Unmasked Estep Score: -4552318.500000 Penalty: 5085.041504 Iteration 26Q: 3 clusters Score -4552318 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 27802 members Entering Unmasked Estep Score: -4552328.000000 Penalty: 5085.041504 Iteration 27Q: 3 clusters Score -4552328 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 27812 members Entering Unmasked Estep Score: -4552333.500000 Penalty: 5085.041504 Iteration 28Q: 3 clusters Score -4552334 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 27820 members Entering Unmasked Estep Score: -4552343.500000 Penalty: 5085.041504 Iteration 29Q: 3 clusters Score -4552344 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 27822 members Entering Unmasked Estep Score: -4552349.000000 Penalty: 5085.041504 Iteration 30Q: 3 clusters Score -4552349 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 27824 members Entering Unmasked Estep Score: -4552348.500000 Penalty: 5085.041504 Iteration 31Q: 3 clusters Score -4552348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 27826 members Entering Unmasked Estep Score: -4552350.000000 Penalty: 5085.041504 Iteration 32Q: 3 clusters Score -4552350 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 27827 members Entering Unmasked Estep Score: -4552353.500000 Penalty: 5085.041504 Iteration 33Q: 3 clusters Score -4552354 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 27827 members Entering Unmasked Estep Score: -4552353.500000 Penalty: 5085.041504 Iteration 34F: 3 clusters Score -4552354 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Entering Unmasked Estep Score: -709643.812500 Penalty: 2076.927490 Iteration 0F: 2 clusters Score -709643.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -705576.250000 Penalty: 4153.854980 Iteration 0F: 3 clusters Score -705576.2 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -706679.750000 Penalty: 4153.854980 Iteration 1F: 3 clusters Score -706679.8 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -707030.687500 Penalty: 4153.854980 Iteration 2F: 3 clusters Score -707030.7 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -707346.562500 Penalty: 4153.854980 Iteration 3F: 3 clusters Score -707346.6 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -707628.125000 Penalty: 4153.854980 Iteration 4F: 3 clusters Score -707628.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -707917.750000 Penalty: 4153.854980 Iteration 5F: 3 clusters Score -707917.8 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -708173.375000 Penalty: 4153.854980 Iteration 6F: 3 clusters Score -708173.4 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -708351.625000 Penalty: 4153.854980 Iteration 7F: 3 clusters Score -708351.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -708437.937500 Penalty: 4153.854980 Iteration 8Q: 3 clusters Score -708437.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -708490.000000 Penalty: 4153.854980 Iteration 9Q: 3 clusters Score -708490 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -708528.625000 Penalty: 4153.854980 Iteration 10Q: 3 clusters Score -708528.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -708558.375000 Penalty: 4153.854980 Iteration 11Q: 3 clusters Score -708558.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -708589.125000 Penalty: 4153.854980 Iteration 12Q: 3 clusters Score -708589.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -708615.250000 Penalty: 4153.854980 Iteration 13Q: 3 clusters Score -708615.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -708629.500000 Penalty: 4153.854980 Iteration 14Q: 3 clusters Score -708629.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -708637.312500 Penalty: 4153.854980 Iteration 15Q: 3 clusters Score -708637.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -708641.875000 Penalty: 4153.854980 Iteration 16Q: 3 clusters Score -708641.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -708647.375000 Penalty: 4153.854980 Iteration 17Q: 3 clusters Score -708647.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -708647.062500 Penalty: 4153.854980 Iteration 18Q: 3 clusters Score -708647.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -708649.312500 Penalty: 4153.854980 Iteration 19Q: 3 clusters Score -708649.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -708651.437500 Penalty: 4153.854980 Iteration 20F: 3 clusters Score -708651.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -708656.875000 Penalty: 4153.854980 Iteration 21Q: 3 clusters Score -708656.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -708659.562500 Penalty: 4153.854980 Iteration 22Q: 3 clusters Score -708659.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -708664.500000 Penalty: 4153.854980 Iteration 23Q: 3 clusters Score -708664.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -708666.812500 Penalty: 4153.854980 Iteration 24Q: 3 clusters Score -708666.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -708667.437500 Penalty: 4153.854980 Iteration 25Q: 3 clusters Score -708667.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -708669.500000 Penalty: 4153.854980 Iteration 26Q: 3 clusters Score -708669.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -708669.875000 Penalty: 4153.854980 Iteration 27Q: 3 clusters Score -708669.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -708670.375000 Penalty: 4153.854980 Iteration 28Q: 3 clusters Score -708670.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -708672.812500 Penalty: 4153.854980 Iteration 29Q: 3 clusters Score -708672.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -708673.812500 Penalty: 4153.854980 Iteration 30Q: 3 clusters Score -708673.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -708673.000000 Penalty: 4153.854980 Iteration 31Q: 3 clusters Score -708673 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -708673.062500 Penalty: 4153.854980 Iteration 32Q: 3 clusters Score -708673.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -708674.437500 Penalty: 4153.854980 Iteration 33Q: 3 clusters Score -708674.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -708677.062500 Penalty: 4153.854980 Iteration 34Q: 3 clusters Score -708677.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -708678.875000 Penalty: 4153.854980 Iteration 35Q: 3 clusters Score -708678.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -708680.000000 Penalty: 4153.854980 Iteration 36Q: 3 clusters Score -708680 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -708681.312500 Penalty: 4153.854980 Iteration 37Q: 3 clusters Score -708681.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -708681.312500 Penalty: 4153.854980 Iteration 38F: 3 clusters Score -708681.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (40001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40001 members Entering Unmasked Estep Score: -6503740.500000 Penalty: 2627.971680 Iteration 0F: 2 clusters Score -6503740 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20071 members Mstep: Class 2 contains 19930 members Entering Unmasked Estep Score: -6476863.000000 Penalty: 5255.943359 Iteration 0F: 3 clusters Score -6476863 nChanged 18306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20615 members Mstep: Class 2 contains 19386 members Entering Unmasked Estep Score: -6487152.500000 Penalty: 5255.943359 Iteration 1F: 3 clusters Score -6487152 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20798 members Mstep: Class 2 contains 19203 members Entering Unmasked Estep Score: -6487895.000000 Penalty: 5255.943359 Iteration 2Q: 3 clusters Score -6487895 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20979 members Mstep: Class 2 contains 19022 members Entering Unmasked Estep Score: -6488674.500000 Penalty: 5255.943359 Iteration 3Q: 3 clusters Score -6488674 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21083 members Mstep: Class 2 contains 18918 members Entering Unmasked Estep Score: -6489501.000000 Penalty: 5255.943359 Iteration 4Q: 3 clusters Score -6489501 nChanged 1998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21091 members Mstep: Class 2 contains 18910 members Entering Unmasked Estep Score: -6490462.500000 Penalty: 5255.943359 Iteration 5Q: 3 clusters Score -6490462 nChanged 2049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20884 members Mstep: Class 2 contains 19117 members Entering Unmasked Estep Score: -6491537.500000 Penalty: 5255.943359 Iteration 6F: 3 clusters Score -6491538 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20648 members Mstep: Class 2 contains 19353 members Entering Unmasked Estep Score: -6492848.000000 Penalty: 5255.943359 Iteration 7F: 3 clusters Score -6492848 nChanged 2243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20361 members Mstep: Class 2 contains 19640 members Entering Unmasked Estep Score: -6494289.000000 Penalty: 5255.943359 Iteration 8F: 3 clusters Score -6494289 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20095 members Mstep: Class 2 contains 19906 members Entering Unmasked Estep Score: -6495780.000000 Penalty: 5255.943359 Iteration 9F: 3 clusters Score -6495780 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19812 members Mstep: Class 2 contains 20189 members Entering Unmasked Estep Score: -6497079.000000 Penalty: 5255.943359 Iteration 10F: 3 clusters Score -6497079 nChanged 1818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19580 members Mstep: Class 2 contains 20421 members Entering Unmasked Estep Score: -6498115.000000 Penalty: 5255.943359 Iteration 11Q: 3 clusters Score -6498115 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19365 members Mstep: Class 2 contains 20636 members Entering Unmasked Estep Score: -6498793.500000 Penalty: 5255.943359 Iteration 12Q: 3 clusters Score -6498794 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19113 members Mstep: Class 2 contains 20888 members Entering Unmasked Estep Score: -6499307.000000 Penalty: 5255.943359 Iteration 13Q: 3 clusters Score -6499307 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18838 members Mstep: Class 2 contains 21163 members Entering Unmasked Estep Score: -6499690.000000 Penalty: 5255.943359 Iteration 14Q: 3 clusters Score -6499690 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18569 members Mstep: Class 2 contains 21432 members Entering Unmasked Estep Score: -6499892.500000 Penalty: 5255.943359 Iteration 15Q: 3 clusters Score -6499892 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18297 members Mstep: Class 2 contains 21704 members Entering Unmasked Estep Score: -6500096.500000 Penalty: 5255.943359 Iteration 16Q: 3 clusters Score -6500096 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17994 members Mstep: Class 2 contains 22007 members Entering Unmasked Estep Score: -6500209.500000 Penalty: 5255.943359 Iteration 17Q: 3 clusters Score -6500210 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17734 members Mstep: Class 2 contains 22267 members Entering Unmasked Estep Score: -6500325.500000 Penalty: 5255.943359 Iteration 18Q: 3 clusters Score -6500326 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17475 members Mstep: Class 2 contains 22526 members Entering Unmasked Estep Score: -6500440.000000 Penalty: 5255.943359 Iteration 19Q: 3 clusters Score -6500440 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17226 members Mstep: Class 2 contains 22775 members Entering Unmasked Estep Score: -6500497.500000 Penalty: 5255.943359 Iteration 20F: 3 clusters Score -6500498 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16983 members Mstep: Class 2 contains 23018 members Entering Unmasked Estep Score: -6500575.000000 Penalty: 5255.943359 Iteration 21Q: 3 clusters Score -6500575 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16766 members Mstep: Class 2 contains 23235 members Entering Unmasked Estep Score: -6500592.500000 Penalty: 5255.943359 Iteration 22Q: 3 clusters Score -6500592 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16536 members Mstep: Class 2 contains 23465 members Entering Unmasked Estep Score: -6500658.000000 Penalty: 5255.943359 Iteration 23Q: 3 clusters Score -6500658 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16302 members Mstep: Class 2 contains 23699 members Entering Unmasked Estep Score: -6500714.500000 Penalty: 5255.943359 Iteration 24Q: 3 clusters Score -6500714 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16072 members Mstep: Class 2 contains 23929 members Entering Unmasked Estep Score: -6500781.000000 Penalty: 5255.943359 Iteration 25Q: 3 clusters Score -6500781 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15845 members Mstep: Class 2 contains 24156 members Entering Unmasked Estep Score: -6500839.000000 Penalty: 5255.943359 Iteration 26Q: 3 clusters Score -6500839 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15616 members Mstep: Class 2 contains 24385 members Entering Unmasked Estep Score: -6500874.500000 Penalty: 5255.943359 Iteration 27Q: 3 clusters Score -6500874 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15391 members Mstep: Class 2 contains 24610 members Entering Unmasked Estep Score: -6500917.000000 Penalty: 5255.943359 Iteration 28Q: 3 clusters Score -6500917 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15186 members Mstep: Class 2 contains 24815 members Entering Unmasked Estep Score: -6500979.500000 Penalty: 5255.943359 Iteration 29Q: 3 clusters Score -6500980 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14973 members Mstep: Class 2 contains 25028 members Entering Unmasked Estep Score: -6500998.500000 Penalty: 5255.943359 Iteration 30Q: 3 clusters Score -6500998 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14769 members Mstep: Class 2 contains 25232 members Entering Unmasked Estep Score: -6501033.000000 Penalty: 5255.943359 Iteration 31Q: 3 clusters Score -6501033 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14572 members Mstep: Class 2 contains 25429 members Entering Unmasked Estep Score: -6501084.000000 Penalty: 5255.943359 Iteration 32Q: 3 clusters Score -6501084 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14382 members Mstep: Class 2 contains 25619 members Entering Unmasked Estep Score: -6501099.000000 Penalty: 5255.943359 Iteration 33Q: 3 clusters Score -6501099 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14206 members Mstep: Class 2 contains 25795 members Entering Unmasked Estep Score: -6501153.000000 Penalty: 5255.943359 Iteration 34Q: 3 clusters Score -6501153 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14055 members Mstep: Class 2 contains 25946 members Entering Unmasked Estep Score: -6501155.500000 Penalty: 5255.943359 Iteration 35Q: 3 clusters Score -6501156 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13925 members Mstep: Class 2 contains 26076 members Entering Unmasked Estep Score: -6501151.500000 Penalty: 5255.943359 Iteration 36Q: 3 clusters Score -6501152 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13802 members Mstep: Class 2 contains 26199 members Entering Unmasked Estep Score: -6501164.500000 Penalty: 5255.943359 Iteration 37Q: 3 clusters Score -6501164 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13699 members Mstep: Class 2 contains 26302 members Entering Unmasked Estep Score: -6501194.500000 Penalty: 5255.943359 Iteration 38Q: 3 clusters Score -6501194 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13592 members Mstep: Class 2 contains 26409 members Entering Unmasked Estep Score: -6501223.000000 Penalty: 5255.943359 Iteration 39Q: 3 clusters Score -6501223 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13498 members Mstep: Class 2 contains 26503 members Entering Unmasked Estep Score: -6501236.500000 Penalty: 5255.943359 Iteration 40F: 3 clusters Score -6501236 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13424 members Mstep: Class 2 contains 26577 members Entering Unmasked Estep Score: -6501242.000000 Penalty: 5255.943359 Iteration 41Q: 3 clusters Score -6501242 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13352 members Mstep: Class 2 contains 26649 members Entering Unmasked Estep Score: -6501244.000000 Penalty: 5255.943359 Iteration 42Q: 3 clusters Score -6501244 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13278 members Mstep: Class 2 contains 26723 members Entering Unmasked Estep Score: -6501261.500000 Penalty: 5255.943359 Iteration 43Q: 3 clusters Score -6501262 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13204 members Mstep: Class 2 contains 26797 members Entering Unmasked Estep Score: -6501246.500000 Penalty: 5255.943359 Iteration 44Q: 3 clusters Score -6501246 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13151 members Mstep: Class 2 contains 26850 members Entering Unmasked Estep Score: -6501242.500000 Penalty: 5255.943359 Iteration 45Q: 3 clusters Score -6501242 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13098 members Mstep: Class 2 contains 26903 members Entering Unmasked Estep Score: -6501254.000000 Penalty: 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nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11272 members Mstep: Class 2 contains 28729 members Entering Unmasked Estep Score: -6501382.500000 Penalty: 5255.943359 Iteration 82Q: 3 clusters Score -6501382 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11217 members Mstep: Class 2 contains 28784 members Entering Unmasked Estep Score: -6501384.500000 Penalty: 5255.943359 Iteration 83Q: 3 clusters Score -6501384 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11167 members Mstep: Class 2 contains 28834 members Entering Unmasked Estep Score: -6501372.500000 Penalty: 5255.943359 Iteration 84Q: 3 clusters Score -6501372 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11108 members Mstep: Class 2 contains 28893 members Entering Unmasked Estep Score: -6501394.500000 Penalty: 5255.943359 Iteration 85Q: 3 clusters Score -6501394 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11042 members Mstep: Class 2 contains 28959 members Entering Unmasked Estep Score: -6501403.000000 Penalty: 5255.943359 Iteration 86Q: 3 clusters Score -6501403 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10992 members Mstep: Class 2 contains 29009 members Entering Unmasked Estep Score: -6501410.500000 Penalty: 5255.943359 Iteration 87Q: 3 clusters Score -6501410 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10931 members Mstep: Class 2 contains 29070 members Entering Unmasked Estep Score: -6501403.000000 Penalty: 5255.943359 Iteration 88Q: 3 clusters Score -6501403 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10865 members Mstep: Class 2 contains 29136 members Entering Unmasked Estep Score: -6501413.000000 Penalty: 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Unmasked Estep Score: -6501611.500000 Penalty: 5255.943359 Iteration 140F: 3 clusters Score -6501612 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 31535 members Entering Unmasked Estep Score: -6501609.000000 Penalty: 5255.943359 Iteration 141Q: 3 clusters Score -6501609 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8391 members Mstep: Class 2 contains 31610 members Entering Unmasked Estep Score: -6501626.000000 Penalty: 5255.943359 Iteration 142Q: 3 clusters Score -6501626 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 31690 members Entering Unmasked Estep Score: -6501651.500000 Penalty: 5255.943359 Iteration 143Q: 3 clusters Score -6501652 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 31783 members Entering Unmasked Estep Score: -6501679.000000 Penalty: 5255.943359 Iteration 144Q: 3 clusters Score -6501679 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8124 members Mstep: Class 2 contains 31877 members Entering Unmasked Estep Score: -6501674.500000 Penalty: 5255.943359 Iteration 145Q: 3 clusters Score -6501674 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 31963 members Entering Unmasked Estep Score: -6501681.500000 Penalty: 5255.943359 Iteration 146Q: 3 clusters Score -6501682 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 32047 members Entering Unmasked Estep Score: -6501692.500000 Penalty: 5255.943359 Iteration 147Q: 3 clusters Score -6501692 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7879 members Mstep: Class 2 contains 32122 members Entering Unmasked Estep Score: -6501713.000000 Penalty: 5255.943359 Iteration 148Q: 3 clusters Score -6501713 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 32217 members Entering Unmasked Estep Score: -6501722.500000 Penalty: 5255.943359 Iteration 149Q: 3 clusters Score -6501722 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 32303 members Entering Unmasked Estep Score: -6501734.500000 Penalty: 5255.943359 Iteration 150Q: 3 clusters Score -6501734 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 32391 members Entering Unmasked Estep Score: -6501730.500000 Penalty: 5255.943359 Iteration 151Q: 3 clusters Score -6501730 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7519 members Mstep: Class 2 contains 32482 members Entering Unmasked Estep Score: -6501751.500000 Penalty: 5255.943359 Iteration 152Q: 3 clusters Score -6501752 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 32580 members Entering Unmasked Estep Score: -6501746.500000 Penalty: 5255.943359 Iteration 153Q: 3 clusters Score -6501746 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7328 members Mstep: Class 2 contains 32673 members Entering Unmasked Estep Score: -6501763.000000 Penalty: 5255.943359 Iteration 154Q: 3 clusters Score -6501763 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7237 members Mstep: Class 2 contains 32764 members Entering Unmasked Estep Score: -6501786.000000 Penalty: 5255.943359 Iteration 155Q: 3 clusters Score -6501786 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 32866 members Entering Unmasked Estep Score: -6501814.500000 Penalty: 5255.943359 Iteration 156Q: 3 clusters Score -6501814 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 32975 members Entering Unmasked Estep Score: -6501844.500000 Penalty: 5255.943359 Iteration 157Q: 3 clusters Score -6501844 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 33071 members Entering Unmasked Estep Score: -6501849.000000 Penalty: 5255.943359 Iteration 158Q: 3 clusters Score -6501849 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 33177 members Entering Unmasked Estep Score: -6501881.500000 Penalty: 5255.943359 Iteration 159Q: 3 clusters Score -6501882 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 33289 members Entering Unmasked Estep Score: -6501886.500000 Penalty: 5255.943359 Iteration 160F: 3 clusters Score -6501886 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 33397 members Entering Unmasked Estep Score: -6501909.500000 Penalty: 5255.943359 Iteration 161Q: 3 clusters Score -6501910 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 33504 members Entering Unmasked Estep Score: -6501928.000000 Penalty: 5255.943359 Iteration 162Q: 3 clusters Score -6501928 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 33603 members Entering Unmasked Estep Score: -6501951.500000 Penalty: 5255.943359 Iteration 163Q: 3 clusters Score -6501952 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6300 members Mstep: Class 2 contains 33701 members Entering Unmasked Estep Score: -6501962.500000 Penalty: 5255.943359 Iteration 164Q: 3 clusters Score -6501962 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 33807 members Entering Unmasked Estep Score: -6501987.500000 Penalty: 5255.943359 Iteration 165Q: 3 clusters Score -6501988 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 33919 members Entering Unmasked Estep Score: -6502009.000000 Penalty: 5255.943359 Iteration 166Q: 3 clusters Score -6502009 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 34030 members Entering Unmasked Estep Score: -6502039.000000 Penalty: 5255.943359 Iteration 167Q: 3 clusters Score -6502039 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 34143 members Entering Unmasked Estep Score: -6502062.000000 Penalty: 5255.943359 Iteration 168Q: 3 clusters Score -6502062 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 34248 members Entering Unmasked Estep Score: -6502081.000000 Penalty: 5255.943359 Iteration 169Q: 3 clusters Score -6502081 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 34354 members Entering Unmasked Estep Score: -6502083.500000 Penalty: 5255.943359 Iteration 170Q: 3 clusters Score -6502084 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 34438 members Entering Unmasked Estep Score: -6502079.000000 Penalty: 5255.943359 Iteration 171Q: 3 clusters Score -6502079 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 34525 members Entering Unmasked Estep Score: -6502096.500000 Penalty: 5255.943359 Iteration 172Q: 3 clusters Score -6502096 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 34623 members Entering Unmasked Estep Score: -6502090.000000 Penalty: 5255.943359 Iteration 173Q: 3 clusters Score -6502090 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 34719 members Entering Unmasked Estep Score: -6502122.000000 Penalty: 5255.943359 Iteration 174Q: 3 clusters Score -6502122 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 34817 members Entering Unmasked Estep Score: -6502140.000000 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Entering Unmasked Estep Score: -6502261.500000 Penalty: 5255.943359 Iteration 183Q: 3 clusters Score -6502262 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 35598 members Entering Unmasked Estep Score: -6502278.000000 Penalty: 5255.943359 Iteration 184Q: 3 clusters Score -6502278 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 35694 members Entering Unmasked Estep Score: -6502281.000000 Penalty: 5255.943359 Iteration 185Q: 3 clusters Score -6502281 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 35793 members Entering Unmasked Estep Score: -6502310.500000 Penalty: 5255.943359 Iteration 186Q: 3 clusters Score -6502310 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 35879 members Entering Unmasked Estep Score: -6502323.000000 Penalty: 5255.943359 Iteration 187Q: 3 clusters Score -6502323 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 35948 members Entering Unmasked Estep Score: -6502348.500000 Penalty: 5255.943359 Iteration 188Q: 3 clusters Score -6502348 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 36011 members Entering Unmasked Estep Score: -6502382.500000 Penalty: 5255.943359 Iteration 189Q: 3 clusters Score -6502382 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 36070 members Entering Unmasked Estep Score: -6502388.500000 Penalty: 5255.943359 Iteration 190Q: 3 clusters Score -6502388 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 36130 members Entering Unmasked Estep Score: -6502404.000000 Penalty: 5255.943359 Iteration 191Q: 3 clusters Score -6502404 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 36188 members Entering Unmasked Estep Score: -6502398.500000 Penalty: 5255.943359 Iteration 192Q: 3 clusters Score -6502398 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 36253 members Entering Unmasked Estep Score: -6502404.000000 Penalty: 5255.943359 Iteration 193Q: 3 clusters Score -6502404 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 36316 members Entering Unmasked Estep Score: -6502435.000000 Penalty: 5255.943359 Iteration 194Q: 3 clusters Score -6502435 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 36380 members Entering Unmasked Estep Score: -6502437.500000 Penalty: 5255.943359 Iteration 195Q: 3 clusters Score -6502438 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 36426 members Entering Unmasked Estep Score: -6502440.500000 Penalty: 5255.943359 Iteration 196Q: 3 clusters Score -6502440 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 36477 members Entering Unmasked Estep Score: -6502457.500000 Penalty: 5255.943359 Iteration 197Q: 3 clusters Score -6502458 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 36528 members Entering Unmasked Estep Score: -6502462.000000 Penalty: 5255.943359 Iteration 198Q: 3 clusters Score -6502462 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 36570 members Entering Unmasked Estep Score: -6502482.000000 Penalty: 5255.943359 Iteration 199Q: 3 clusters Score -6502482 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 36606 members Entering Unmasked Estep Score: -6502487.000000 Penalty: 5255.943359 Iteration 200F: 3 clusters Score -6502487 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 36648 members Entering Unmasked Estep Score: -6502486.000000 Penalty: 5255.943359 Iteration 201Q: 3 clusters Score -6502486 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 36702 members Entering Unmasked Estep Score: -6502507.500000 Penalty: 5255.943359 Iteration 202Q: 3 clusters Score -6502508 nChanged 59 Entering Unmasked 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61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 37002 members Entering Unmasked Estep Score: -6502617.000000 Penalty: 5255.943359 Iteration 207Q: 3 clusters Score -6502617 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 37060 members Entering Unmasked Estep Score: -6502632.000000 Penalty: 5255.943359 Iteration 208Q: 3 clusters Score -6502632 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 37112 members Entering Unmasked Estep Score: -6502646.000000 Penalty: 5255.943359 Iteration 209Q: 3 clusters Score -6502646 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 37152 members Entering Unmasked Estep Score: -6502660.500000 Penalty: 5255.943359 Iteration 210Q: 3 clusters Score -6502660 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 37190 members Entering Unmasked Estep Score: -6502671.000000 Penalty: 5255.943359 Iteration 211Q: 3 clusters Score -6502671 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 37226 members Entering Unmasked Estep Score: -6502688.000000 Penalty: 5255.943359 Iteration 212Q: 3 clusters Score -6502688 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 37256 members Entering Unmasked Estep Score: -6502698.500000 Penalty: 5255.943359 Iteration 213Q: 3 clusters Score -6502698 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 37286 members Entering Unmasked Estep Score: -6502698.500000 Penalty: 5255.943359 Iteration 214Q: 3 clusters Score -6502698 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 37309 members Entering Unmasked Estep Score: -6502704.500000 Penalty: 5255.943359 Iteration 215Q: 3 clusters Score -6502704 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 37332 members Entering Unmasked Estep Score: -6502708.500000 Penalty: 5255.943359 Iteration 216Q: 3 clusters Score -6502708 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 37357 members Entering Unmasked Estep Score: -6502704.500000 Penalty: 5255.943359 Iteration 217Q: 3 clusters Score -6502704 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 37379 members Entering Unmasked Estep Score: -6502720.000000 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Entering Unmasked Estep Score: -6502763.500000 Penalty: 5255.943359 Iteration 226Q: 3 clusters Score -6502764 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 37561 members Entering Unmasked Estep Score: -6502761.500000 Penalty: 5255.943359 Iteration 227Q: 3 clusters Score -6502762 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 37569 members Entering Unmasked Estep Score: -6502759.500000 Penalty: 5255.943359 Iteration 228Q: 3 clusters Score -6502760 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 37579 members Entering Unmasked Estep Score: -6502760.000000 Penalty: 5255.943359 Iteration 229Q: 3 clusters Score -6502760 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 37583 members Entering Unmasked Estep Score: -6502763.500000 Penalty: 5255.943359 Iteration 230Q: 3 clusters Score -6502764 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 37587 members Entering Unmasked Estep Score: -6502771.500000 Penalty: 5255.943359 Iteration 231Q: 3 clusters Score -6502772 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 37593 members Entering Unmasked Estep Score: -6502768.500000 Penalty: 5255.943359 Iteration 232Q: 3 clusters Score -6502768 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 37597 members Entering Unmasked Estep Score: -6502770.000000 Penalty: 5255.943359 Iteration 233Q: 3 clusters Score -6502770 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 37601 members Entering Unmasked Estep Score: -6502768.000000 Penalty: 5255.943359 Iteration 234Q: 3 clusters Score -6502768 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 37607 members Entering Unmasked Estep Score: -6502768.000000 Penalty: 5255.943359 Iteration 235Q: 3 clusters Score -6502768 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 37612 members Entering Unmasked Estep Score: -6502774.000000 Penalty: 5255.943359 Iteration 236Q: 3 clusters Score -6502774 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 37617 members Entering Unmasked Estep Score: -6502773.000000 Penalty: 5255.943359 Iteration 237Q: 3 clusters Score -6502773 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 37622 members Entering Unmasked Estep Score: -6502767.000000 Penalty: 5255.943359 Iteration 238Q: 3 clusters Score -6502767 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 37625 members Entering Unmasked Estep Score: -6502771.500000 Penalty: 5255.943359 Iteration 239Q: 3 clusters Score -6502772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 37628 members Entering Unmasked Estep Score: -6502777.500000 Penalty: 5255.943359 Iteration 240F: 3 clusters Score -6502778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 37630 members Entering Unmasked Estep Score: -6502774.500000 Penalty: 5255.943359 Iteration 241Q: 3 clusters Score -6502774 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 37630 members Entering Unmasked Estep Score: -6502774.500000 Penalty: 5255.943359 Iteration 242F: 3 clusters Score -6502774 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Entering Unmasked Estep Score: -24654.728516 Penalty: 1303.858887 Iteration 0F: 2 clusters Score -24654.73 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 105 members Entering Unmasked Estep Score: -23652.923828 Penalty: 2607.717773 Iteration 0F: 3 clusters Score -23652.92 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -23758.640625 Penalty: 2607.717773 Iteration 1F: 3 clusters Score -23758.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -23784.496094 Penalty: 2607.717773 Iteration 2Q: 3 clusters Score -23784.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -23791.992188 Penalty: 2607.717773 Iteration 3Q: 3 clusters Score -23791.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -23805.212891 Penalty: 2607.717773 Iteration 4Q: 3 clusters Score -23805.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -23838.523438 Penalty: 2607.717773 Iteration 5Q: 3 clusters Score -23838.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -23868.970703 Penalty: 2607.717773 Iteration 6Q: 3 clusters Score -23868.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -23868.970703 Penalty: 2607.717773 Iteration 7F: 3 clusters Score -23868.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Entering Unmasked Estep Score: -22130.876953 Penalty: 1345.387573 Iteration 0F: 2 clusters Score -22130.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -21393.869141 Penalty: 2690.775146 Iteration 0F: 3 clusters Score -21393.87 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -21710.949219 Penalty: 2690.775146 Iteration 1F: 3 clusters Score -21710.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -21789.705078 Penalty: 2690.775146 Iteration 2Q: 3 clusters Score -21789.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -21860.041016 Penalty: 2690.775146 Iteration 3Q: 3 clusters Score -21860.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -21864.179688 Penalty: 2690.775146 Iteration 4Q: 3 clusters Score -21864.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -21880.519531 Penalty: 2690.775146 Iteration 5Q: 3 clusters Score -21880.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -21880.519531 Penalty: 2690.775146 Iteration 6F: 3 clusters Score -21880.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (10424 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Entering Unmasked Estep Score: -1660495.250000 Penalty: 2294.462891 Iteration 0F: 2 clusters Score -1660495 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -1652513.125000 Penalty: 4588.925781 Iteration 0F: 3 clusters Score -1652513 nChanged 4403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -1654817.125000 Penalty: 4588.925781 Iteration 1F: 3 clusters Score -1654817 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -1655129.375000 Penalty: 4588.925781 Iteration 2F: 3 clusters Score -1655129 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -1655357.625000 Penalty: 4588.925781 Iteration 3F: 3 clusters Score -1655358 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -1655538.625000 Penalty: 4588.925781 Iteration 4Q: 3 clusters Score -1655539 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -1655686.625000 Penalty: 4588.925781 Iteration 5Q: 3 clusters Score -1655687 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -1655840.750000 Penalty: 4588.925781 Iteration 6Q: 3 clusters Score -1655841 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -1656010.125000 Penalty: 4588.925781 Iteration 7Q: 3 clusters Score -1656010 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -1656201.250000 Penalty: 4588.925781 Iteration 8Q: 3 clusters Score -1656201 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -1656457.625000 Penalty: 4588.925781 Iteration 9Q: 3 clusters Score -1656458 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -1656756.250000 Penalty: 4588.925781 Iteration 10Q: 3 clusters Score -1656756 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -1657112.875000 Penalty: 4588.925781 Iteration 11Q: 3 clusters Score -1657113 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 8781 members Entering Unmasked Estep Score: -1657487.375000 Penalty: 4588.925781 Iteration 12Q: 3 clusters Score -1657487 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -1657843.500000 Penalty: 4588.925781 Iteration 13Q: 3 clusters Score -1657844 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 9492 members Entering Unmasked Estep Score: -1658172.250000 Penalty: 4588.925781 Iteration 14Q: 3 clusters Score -1658172 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 9733 members Entering Unmasked Estep Score: -1658434.750000 Penalty: 4588.925781 Iteration 15Q: 3 clusters Score -1658435 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -1658578.500000 Penalty: 4588.925781 Iteration 16Q: 3 clusters Score -1658578 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 9941 members Entering Unmasked Estep Score: -1658659.625000 Penalty: 4588.925781 Iteration 17Q: 3 clusters Score -1658660 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 9979 members Entering Unmasked Estep Score: -1658723.500000 Penalty: 4588.925781 Iteration 18Q: 3 clusters Score -1658724 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 10015 members Entering Unmasked Estep Score: -1658760.250000 Penalty: 4588.925781 Iteration 19Q: 3 clusters Score -1658760 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -1658784.500000 Penalty: 4588.925781 Iteration 20F: 3 clusters Score -1658784 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 10052 members Entering Unmasked Estep Score: -1658806.375000 Penalty: 4588.925781 Iteration 21Q: 3 clusters Score -1658806 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 10065 members Entering Unmasked Estep Score: -1658819.375000 Penalty: 4588.925781 Iteration 22Q: 3 clusters Score -1658819 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 10070 members Entering Unmasked Estep Score: -1658826.500000 Penalty: 4588.925781 Iteration 23Q: 3 clusters Score -1658826 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 10076 members Entering Unmasked Estep Score: -1658831.500000 Penalty: 4588.925781 Iteration 24Q: 3 clusters Score -1658832 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 10077 members Entering Unmasked Estep Score: -1658832.250000 Penalty: 4588.925781 Iteration 25Q: 3 clusters Score -1658832 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 10076 members Entering Unmasked Estep Score: -1658836.875000 Penalty: 4588.925781 Iteration 26Q: 3 clusters Score -1658837 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 10077 members Entering Unmasked Estep Score: -1658840.125000 Penalty: 4588.925781 Iteration 27Q: 3 clusters Score -1658840 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 10080 members Entering Unmasked Estep Score: -1658843.000000 Penalty: 4588.925781 Iteration 28Q: 3 clusters Score -1658843 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 10083 members Entering Unmasked Estep Score: -1658842.250000 Penalty: 4588.925781 Iteration 29Q: 3 clusters Score -1658842 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 10084 members Entering Unmasked Estep Score: -1658842.375000 Penalty: 4588.925781 Iteration 30Q: 3 clusters Score -1658842 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 10085 members Entering Unmasked Estep Score: -1658843.125000 Penalty: 4588.925781 Iteration 31Q: 3 clusters Score -1658843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 10086 members Entering Unmasked Estep Score: -1658845.750000 Penalty: 4588.925781 Iteration 32Q: 3 clusters Score -1658846 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 10087 members Entering Unmasked Estep Score: -1658845.875000 Penalty: 4588.925781 Iteration 33Q: 3 clusters Score -1658846 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 10088 members Entering Unmasked Estep Score: -1658847.500000 Penalty: 4588.925781 Iteration 34Q: 3 clusters Score -1658848 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 10089 members Entering Unmasked Estep Score: -1658848.250000 Penalty: 4588.925781 Iteration 35Q: 3 clusters Score -1658848 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 10089 members Entering Unmasked Estep Score: -1658848.250000 Penalty: 4588.925781 Iteration 36F: 3 clusters Score -1658848 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (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: -110414.875000 Penalty: 1631.654297 Iteration 0F: 2 clusters Score -110414.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -108784.070312 Penalty: 3263.308594 Iteration 0F: 3 clusters Score -108784.1 nChanged 174 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: -109039.242188 Penalty: 3263.308594 Iteration 1F: 3 clusters Score -109039.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -109111.101562 Penalty: 3263.308594 Iteration 2F: 3 clusters Score -109111.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -109144.789062 Penalty: 3263.308594 Iteration 3Q: 3 clusters Score -109144.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -109162.304688 Penalty: 3263.308594 Iteration 4Q: 3 clusters Score -109162.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -109167.585938 Penalty: 3263.308594 Iteration 5Q: 3 clusters Score -109167.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -109186.601562 Penalty: 3263.308594 Iteration 6Q: 3 clusters Score -109186.6 nChanged 8 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: -109195.453125 Penalty: 3263.308594 Iteration 7Q: 3 clusters Score -109195.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -109200.156250 Penalty: 3263.308594 Iteration 8Q: 3 clusters Score -109200.2 nChanged 2 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: -109202.500000 Penalty: 3263.308594 Iteration 9Q: 3 clusters Score -109202.5 nChanged 0 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: -109202.500000 Penalty: 3263.308594 Iteration 10F: 3 clusters Score -109202.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (9732 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Entering Unmasked Estep Score: -1614698.375000 Penalty: 2277.427490 Iteration 0F: 2 clusters Score -1614698 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -1607212.375000 Penalty: 4554.854980 Iteration 0F: 3 clusters Score -1607212 nChanged 3999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -1609469.625000 Penalty: 4554.854980 Iteration 1F: 3 clusters Score -1609470 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -1609879.625000 Penalty: 4554.854980 Iteration 2F: 3 clusters Score -1609880 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -1610259.500000 Penalty: 4554.854980 Iteration 3F: 3 clusters Score -1610260 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -1610585.875000 Penalty: 4554.854980 Iteration 4F: 3 clusters Score -1610586 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -1610896.250000 Penalty: 4554.854980 Iteration 5F: 3 clusters Score -1610896 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -1611208.875000 Penalty: 4554.854980 Iteration 6F: 3 clusters Score -1611209 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -1611539.250000 Penalty: 4554.854980 Iteration 7F: 3 clusters Score -1611539 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -1611866.625000 Penalty: 4554.854980 Iteration 8Q: 3 clusters Score -1611867 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -1612165.250000 Penalty: 4554.854980 Iteration 9Q: 3 clusters Score -1612165 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -1612361.875000 Penalty: 4554.854980 Iteration 10Q: 3 clusters Score -1612362 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -1612487.000000 Penalty: 4554.854980 Iteration 11Q: 3 clusters Score -1612487 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -1612568.875000 Penalty: 4554.854980 Iteration 12Q: 3 clusters Score -1612569 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -1612623.000000 Penalty: 4554.854980 Iteration 13Q: 3 clusters Score -1612623 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -1612652.875000 Penalty: 4554.854980 Iteration 14Q: 3 clusters Score -1612653 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 6250 members Entering Unmasked Estep Score: -1612677.750000 Penalty: 4554.854980 Iteration 15Q: 3 clusters Score -1612678 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -1612698.625000 Penalty: 4554.854980 Iteration 16Q: 3 clusters Score -1612699 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -1612713.625000 Penalty: 4554.854980 Iteration 17Q: 3 clusters Score -1612714 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -1612722.875000 Penalty: 4554.854980 Iteration 18Q: 3 clusters Score -1612723 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -1612735.875000 Penalty: 4554.854980 Iteration 19Q: 3 clusters Score -1612736 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -1612747.750000 Penalty: 4554.854980 Iteration 20F: 3 clusters Score -1612748 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -1612748.625000 Penalty: 4554.854980 Iteration 21Q: 3 clusters Score -1612749 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -1612754.625000 Penalty: 4554.854980 Iteration 22Q: 3 clusters Score -1612755 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -1612760.625000 Penalty: 4554.854980 Iteration 23Q: 3 clusters Score -1612761 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -1612767.000000 Penalty: 4554.854980 Iteration 24Q: 3 clusters Score -1612767 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -1612767.125000 Penalty: 4554.854980 Iteration 25Q: 3 clusters Score -1612767 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -1612770.625000 Penalty: 4554.854980 Iteration 26Q: 3 clusters Score -1612771 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -1612773.375000 Penalty: 4554.854980 Iteration 27Q: 3 clusters Score -1612773 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -1612776.125000 Penalty: 4554.854980 Iteration 28Q: 3 clusters Score -1612776 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -1612780.375000 Penalty: 4554.854980 Iteration 29Q: 3 clusters Score -1612780 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -1612786.000000 Penalty: 4554.854980 Iteration 30Q: 3 clusters Score -1612786 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -1612789.000000 Penalty: 4554.854980 Iteration 31Q: 3 clusters Score -1612789 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -1612795.000000 Penalty: 4554.854980 Iteration 32Q: 3 clusters Score -1612795 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -1612799.125000 Penalty: 4554.854980 Iteration 33Q: 3 clusters Score -1612799 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -1612799.625000 Penalty: 4554.854980 Iteration 34Q: 3 clusters Score -1612800 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -1612800.000000 Penalty: 4554.854980 Iteration 35Q: 3 clusters Score -1612800 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -1612802.375000 Penalty: 4554.854980 Iteration 36Q: 3 clusters Score -1612802 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -1612805.625000 Penalty: 4554.854980 Iteration 37Q: 3 clusters Score -1612806 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -1612809.250000 Penalty: 4554.854980 Iteration 38Q: 3 clusters Score -1612809 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -1612809.500000 Penalty: 4554.854980 Iteration 39Q: 3 clusters Score -1612810 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -1612810.500000 Penalty: 4554.854980 Iteration 40F: 3 clusters Score -1612810 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -1612810.375000 Penalty: 4554.854980 Iteration 41Q: 3 clusters Score -1612810 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -1612815.875000 Penalty: 4554.854980 Iteration 42Q: 3 clusters Score -1612816 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 6353 members Entering Unmasked Estep Score: -1612813.625000 Penalty: 4554.854980 Iteration 43Q: 3 clusters Score -1612814 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -1612818.000000 Penalty: 4554.854980 Iteration 44Q: 3 clusters Score -1612818 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -1612816.625000 Penalty: 4554.854980 Iteration 45Q: 3 clusters Score -1612817 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -1612818.000000 Penalty: 4554.854980 Iteration 46Q: 3 clusters Score -1612818 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -1612819.250000 Penalty: 4554.854980 Iteration 47Q: 3 clusters Score -1612819 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -1612818.875000 Penalty: 4554.854980 Iteration 48Q: 3 clusters Score -1612819 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -1612820.625000 Penalty: 4554.854980 Iteration 49Q: 3 clusters Score -1612821 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -1612819.500000 Penalty: 4554.854980 Iteration 50Q: 3 clusters Score -1612820 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -1612819.500000 Penalty: 4554.854980 Iteration 51F: 3 clusters Score -1612820 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41614 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49972 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8983 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40001 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10424 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746680.000000 Penalty: 79767.406250 Iteration 319Q: 27 clusters Score -3.774668e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41614 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49974 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8983 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40000 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10423 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746696.000000 Penalty: 79767.406250 Iteration 320F: 27 clusters Score -3.77467e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41613 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49975 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8983 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40000 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10423 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746704.000000 Penalty: 79767.406250 Iteration 321Q: 27 clusters Score -3.77467e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41616 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49972 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8983 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40000 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10423 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746688.000000 Penalty: 79767.406250 Iteration 322Q: 27 clusters Score -3.774669e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41615 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49972 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8984 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40000 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10423 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746668.000000 Penalty: 79767.406250 Iteration 323Q: 27 clusters Score -3.774667e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41617 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49970 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8984 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40000 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10423 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746672.000000 Penalty: 79767.406250 Iteration 324Q: 27 clusters Score -3.774667e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41616 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49971 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8984 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40000 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10423 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746680.000000 Penalty: 79767.406250 Iteration 325Q: 27 clusters Score -3.774668e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41615 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49972 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8984 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40000 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10423 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746680.000000 Penalty: 79767.406250 Iteration 326Q: 27 clusters Score -3.774668e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41615 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49972 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8984 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40000 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10423 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Entering Unmasked Estep ConsiderDeletion Score: -37746680.000000 Penalty: 79767.406250 Iteration 327F: 27 clusters Score -3.774668e+07 nChanged 0 Entering ConstructFrom: Score: -37746680.000000 Penalty: 79767.406250 Entering ConstructFrom: Trying to split cluster 1 (509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Entering Unmasked Estep Score: -73103.257812 Penalty: 1545.647095 Iteration 0F: 2 clusters Score -73103.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -71753.984375 Penalty: 3091.294189 Iteration 0F: 3 clusters Score -71753.98 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -72082.164062 Penalty: 3091.294189 Iteration 1F: 3 clusters Score -72082.16 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -72284.679688 Penalty: 3091.294189 Iteration 2F: 3 clusters Score -72284.68 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -72359.414062 Penalty: 3091.294189 Iteration 3Q: 3 clusters Score -72359.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -72386.843750 Penalty: 3091.294189 Iteration 4Q: 3 clusters Score -72386.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -72425.796875 Penalty: 3091.294189 Iteration 5Q: 3 clusters Score -72425.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -72443.953125 Penalty: 3091.294189 Iteration 6Q: 3 clusters Score -72443.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -72446.093750 Penalty: 3091.294189 Iteration 7Q: 3 clusters Score -72446.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -72446.093750 Penalty: 3091.294189 Iteration 8F: 3 clusters Score -72446.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Entering Unmasked Estep Score: -20925.148438 Penalty: 1258.643066 Iteration 0F: 2 clusters Score -20925.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -19924.453125 Penalty: 2517.286133 Iteration 0F: 3 clusters Score -19924.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -20006.972656 Penalty: 2517.286133 Iteration 1F: 3 clusters Score -20006.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -20037.628906 Penalty: 2517.286133 Iteration 2Q: 3 clusters Score -20037.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -20046.626953 Penalty: 2517.286133 Iteration 3Q: 3 clusters Score -20046.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -20046.626953 Penalty: 2517.286133 Iteration 4F: 3 clusters Score -20046.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2087 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Entering Unmasked Estep Score: -313155.343750 Penalty: 1895.583740 Iteration 0F: 2 clusters Score -313155.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -310500.000000 Penalty: 3791.167480 Iteration 0F: 3 clusters Score -310500 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -311197.968750 Penalty: 3791.167480 Iteration 1F: 3 clusters Score -311198 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -311515.187500 Penalty: 3791.167480 Iteration 2F: 3 clusters Score -311515.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -311712.187500 Penalty: 3791.167480 Iteration 3F: 3 clusters Score -311712.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -311848.062500 Penalty: 3791.167480 Iteration 4F: 3 clusters Score -311848.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -311972.000000 Penalty: 3791.167480 Iteration 5Q: 3 clusters Score -311972 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -312095.593750 Penalty: 3791.167480 Iteration 6Q: 3 clusters Score -312095.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -312189.531250 Penalty: 3791.167480 Iteration 7Q: 3 clusters Score -312189.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -312280.343750 Penalty: 3791.167480 Iteration 8Q: 3 clusters Score -312280.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -312377.281250 Penalty: 3791.167480 Iteration 9Q: 3 clusters Score -312377.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -312450.531250 Penalty: 3791.167480 Iteration 10Q: 3 clusters Score -312450.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -312503.812500 Penalty: 3791.167480 Iteration 11Q: 3 clusters Score -312503.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -312533.625000 Penalty: 3791.167480 Iteration 12Q: 3 clusters Score -312533.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -312552.781250 Penalty: 3791.167480 Iteration 13Q: 3 clusters Score -312552.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -312574.718750 Penalty: 3791.167480 Iteration 14Q: 3 clusters Score -312574.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -312612.375000 Penalty: 3791.167480 Iteration 15Q: 3 clusters Score -312612.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -312645.281250 Penalty: 3791.167480 Iteration 16Q: 3 clusters Score -312645.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -312661.437500 Penalty: 3791.167480 Iteration 17Q: 3 clusters Score -312661.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -312679.718750 Penalty: 3791.167480 Iteration 18Q: 3 clusters Score -312679.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -312696.250000 Penalty: 3791.167480 Iteration 19Q: 3 clusters Score -312696.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -312718.281250 Penalty: 3791.167480 Iteration 20F: 3 clusters Score -312718.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -312748.875000 Penalty: 3791.167480 Iteration 21Q: 3 clusters Score -312748.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -312781.718750 Penalty: 3791.167480 Iteration 22Q: 3 clusters Score -312781.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -312806.625000 Penalty: 3791.167480 Iteration 23Q: 3 clusters Score -312806.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -312829.687500 Penalty: 3791.167480 Iteration 24Q: 3 clusters Score -312829.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -312845.500000 Penalty: 3791.167480 Iteration 25Q: 3 clusters Score -312845.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -312863.250000 Penalty: 3791.167480 Iteration 26Q: 3 clusters Score -312863.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -312882.187500 Penalty: 3791.167480 Iteration 27Q: 3 clusters Score -312882.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -312896.062500 Penalty: 3791.167480 Iteration 28Q: 3 clusters Score -312896.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -312901.343750 Penalty: 3791.167480 Iteration 29Q: 3 clusters Score -312901.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -312914.718750 Penalty: 3791.167480 Iteration 30Q: 3 clusters Score -312914.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -312929.593750 Penalty: 3791.167480 Iteration 31Q: 3 clusters Score -312929.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -312937.906250 Penalty: 3791.167480 Iteration 32Q: 3 clusters Score -312937.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -312939.500000 Penalty: 3791.167480 Iteration 33Q: 3 clusters Score -312939.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -312940.937500 Penalty: 3791.167480 Iteration 34Q: 3 clusters Score -312940.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -312943.531250 Penalty: 3791.167480 Iteration 35Q: 3 clusters Score -312943.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -312945.500000 Penalty: 3791.167480 Iteration 36Q: 3 clusters Score -312945.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -312948.281250 Penalty: 3791.167480 Iteration 37Q: 3 clusters Score -312948.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -312948.906250 Penalty: 3791.167480 Iteration 38Q: 3 clusters Score -312948.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -312948.906250 Penalty: 3791.167480 Iteration 39F: 3 clusters Score -312948.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Entering Unmasked Estep Score: -951950.812500 Penalty: 2159.004395 Iteration 0F: 2 clusters Score -951950.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -946826.750000 Penalty: 4318.008789 Iteration 0F: 3 clusters Score -946826.8 nChanged 2327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -948057.812500 Penalty: 4318.008789 Iteration 1F: 3 clusters Score -948057.8 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -948344.437500 Penalty: 4318.008789 Iteration 2F: 3 clusters Score -948344.4 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -948567.812500 Penalty: 4318.008789 Iteration 3F: 3 clusters Score -948567.8 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -948806.687500 Penalty: 4318.008789 Iteration 4Q: 3 clusters Score -948806.7 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -949083.062500 Penalty: 4318.008789 Iteration 5Q: 3 clusters Score -949083.1 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -949433.687500 Penalty: 4318.008789 Iteration 6F: 3 clusters Score -949433.7 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -949865.937500 Penalty: 4318.008789 Iteration 7F: 3 clusters Score -949865.9 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -950305.062500 Penalty: 4318.008789 Iteration 8F: 3 clusters Score -950305.1 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -950626.312500 Penalty: 4318.008789 Iteration 9F: 3 clusters Score -950626.3 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -950822.875000 Penalty: 4318.008789 Iteration 10Q: 3 clusters Score -950822.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -950946.500000 Penalty: 4318.008789 Iteration 11Q: 3 clusters Score -950946.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -951008.437500 Penalty: 4318.008789 Iteration 12Q: 3 clusters Score -951008.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -951048.250000 Penalty: 4318.008789 Iteration 13Q: 3 clusters Score -951048.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -951069.750000 Penalty: 4318.008789 Iteration 14Q: 3 clusters Score -951069.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -951087.812500 Penalty: 4318.008789 Iteration 15Q: 3 clusters Score -951087.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -951098.125000 Penalty: 4318.008789 Iteration 16Q: 3 clusters Score -951098.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -951110.562500 Penalty: 4318.008789 Iteration 17Q: 3 clusters Score -951110.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -951114.250000 Penalty: 4318.008789 Iteration 18Q: 3 clusters Score -951114.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -951123.187500 Penalty: 4318.008789 Iteration 19Q: 3 clusters Score -951123.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -951129.187500 Penalty: 4318.008789 Iteration 20F: 3 clusters Score -951129.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -951134.187500 Penalty: 4318.008789 Iteration 21Q: 3 clusters Score -951134.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -951138.812500 Penalty: 4318.008789 Iteration 22Q: 3 clusters Score -951138.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -951140.812500 Penalty: 4318.008789 Iteration 23Q: 3 clusters Score -951140.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -951143.937500 Penalty: 4318.008789 Iteration 24Q: 3 clusters Score -951143.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -951144.250000 Penalty: 4318.008789 Iteration 25Q: 3 clusters Score -951144.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -951144.937500 Penalty: 4318.008789 Iteration 26Q: 3 clusters Score -951144.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -951148.187500 Penalty: 4318.008789 Iteration 27Q: 3 clusters Score -951148.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -951147.437500 Penalty: 4318.008789 Iteration 28Q: 3 clusters Score -951147.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -951148.687500 Penalty: 4318.008789 Iteration 29Q: 3 clusters Score -951148.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -951148.500000 Penalty: 4318.008789 Iteration 30Q: 3 clusters Score -951148.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -951148.500000 Penalty: 4318.008789 Iteration 31F: 3 clusters Score -951148.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Entering Unmasked Estep Score: -49518.414062 Penalty: 1477.689331 Iteration 0F: 2 clusters Score -49518.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -48253.195312 Penalty: 2955.378662 Iteration 0F: 3 clusters Score -48253.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -48821.968750 Penalty: 2955.378662 Iteration 1F: 3 clusters Score -48821.97 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -49468.988281 Penalty: 2955.378662 Iteration 2F: 3 clusters Score -49468.99 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -49602.640625 Penalty: 2955.378662 Iteration 3F: 3 clusters Score -49602.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -49680.484375 Penalty: 2955.378662 Iteration 4Q: 3 clusters Score -49680.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -49751.722656 Penalty: 2955.378662 Iteration 5Q: 3 clusters Score -49751.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -49794.699219 Penalty: 2955.378662 Iteration 6Q: 3 clusters Score -49794.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -49817.199219 Penalty: 2955.378662 Iteration 7Q: 3 clusters Score -49817.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -49830.765625 Penalty: 2955.378662 Iteration 8Q: 3 clusters Score -49830.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -49842.468750 Penalty: 2955.378662 Iteration 9Q: 3 clusters Score -49842.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -49842.468750 Penalty: 2955.378662 Iteration 10F: 3 clusters Score -49842.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 278 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41615 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49972 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8984 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40000 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10423 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Mstep: Class 27 contains 109 members Entering Unmasked Estep Score: -37745420.000000 Penalty: 82835.382812 Splitting cluster 5 changes total score from -37746680.000000 to -37745420.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (1169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Entering Unmasked Estep Score: -188207.796875 Penalty: 1751.848145 Iteration 0F: 2 clusters Score -188207.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -186166.921875 Penalty: 3503.696289 Iteration 0F: 3 clusters Score -186166.9 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -186461.953125 Penalty: 3503.696289 Iteration 1F: 3 clusters Score -186462 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -186553.937500 Penalty: 3503.696289 Iteration 2F: 3 clusters Score -186553.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -186594.406250 Penalty: 3503.696289 Iteration 3Q: 3 clusters Score -186594.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -186617.906250 Penalty: 3503.696289 Iteration 4Q: 3 clusters Score -186617.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -186633.484375 Penalty: 3503.696289 Iteration 5Q: 3 clusters Score -186633.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -186639.718750 Penalty: 3503.696289 Iteration 6Q: 3 clusters Score -186639.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -186644.250000 Penalty: 3503.696289 Iteration 7Q: 3 clusters Score -186644.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -186647.796875 Penalty: 3503.696289 Iteration 8Q: 3 clusters Score -186647.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -186649.062500 Penalty: 3503.696289 Iteration 9Q: 3 clusters Score -186649.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -186651.109375 Penalty: 3503.696289 Iteration 10Q: 3 clusters Score -186651.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -186654.531250 Penalty: 3503.696289 Iteration 11Q: 3 clusters Score -186654.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -186657.765625 Penalty: 3503.696289 Iteration 12Q: 3 clusters Score -186657.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -186659.500000 Penalty: 3503.696289 Iteration 13Q: 3 clusters Score -186659.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -186663.125000 Penalty: 3503.696289 Iteration 14Q: 3 clusters Score -186663.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -186663.968750 Penalty: 3503.696289 Iteration 15Q: 3 clusters Score -186664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -186664.000000 Penalty: 3503.696289 Iteration 16Q: 3 clusters Score -186664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -186664.906250 Penalty: 3503.696289 Iteration 17Q: 3 clusters Score -186664.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -186664.906250 Penalty: 3503.696289 Iteration 18F: 3 clusters Score -186664.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (41615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41615 members Entering Unmasked Estep Score: -6941605.000000 Penalty: 2637.781494 Iteration 0F: 2 clusters Score -6941605 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20749 members Mstep: Class 2 contains 20866 members Entering Unmasked Estep Score: -6915736.000000 Penalty: 5275.562988 Iteration 0F: 3 clusters Score -6915736 nChanged 19103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20388 members Mstep: Class 2 contains 21227 members Entering Unmasked Estep Score: -6926291.500000 Penalty: 5275.562988 Iteration 1F: 3 clusters Score -6926292 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20049 members Mstep: Class 2 contains 21566 members Entering Unmasked Estep Score: -6926795.000000 Penalty: 5275.562988 Iteration 2Q: 3 clusters Score -6926795 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19519 members Mstep: Class 2 contains 22096 members Entering Unmasked Estep Score: -6927319.500000 Penalty: 5275.562988 Iteration 3Q: 3 clusters Score -6927320 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18727 members Mstep: Class 2 contains 22888 members Entering Unmasked Estep Score: -6927924.000000 Penalty: 5275.562988 Iteration 4Q: 3 clusters Score -6927924 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 24011 members Entering Unmasked Estep Score: -6928793.000000 Penalty: 5275.562988 Iteration 5Q: 3 clusters Score -6928793 nChanged 2246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16184 members Mstep: Class 2 contains 25431 members Entering Unmasked Estep Score: -6929905.000000 Penalty: 5275.562988 Iteration 6F: 3 clusters Score -6929905 nChanged 2483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14367 members Mstep: Class 2 contains 27248 members Entering Unmasked Estep Score: -6931241.000000 Penalty: 5275.562988 Iteration 7F: 3 clusters Score -6931241 nChanged 2701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 29427 members Entering Unmasked Estep Score: -6932657.000000 Penalty: 5275.562988 Iteration 8F: 3 clusters Score -6932657 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10036 members Mstep: Class 2 contains 31579 members Entering Unmasked Estep Score: -6933923.000000 Penalty: 5275.562988 Iteration 9F: 3 clusters Score -6933923 nChanged 2205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8169 members Mstep: Class 2 contains 33446 members Entering Unmasked Estep Score: -6935035.500000 Penalty: 5275.562988 Iteration 10F: 3 clusters Score -6935036 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 34962 members Entering Unmasked Estep Score: -6935920.500000 Penalty: 5275.562988 Iteration 11Q: 3 clusters Score -6935920 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 36085 members Entering Unmasked Estep Score: -6936583.500000 Penalty: 5275.562988 Iteration 12Q: 3 clusters Score -6936584 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 36893 members Entering Unmasked Estep Score: -6937226.000000 Penalty: 5275.562988 Iteration 13Q: 3 clusters Score -6937226 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 37491 members Entering Unmasked Estep Score: -6937774.000000 Penalty: 5275.562988 Iteration 14Q: 3 clusters Score -6937774 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 37875 members Entering Unmasked Estep Score: -6938131.000000 Penalty: 5275.562988 Iteration 15Q: 3 clusters Score -6938131 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 38133 members Entering Unmasked Estep Score: -6938414.500000 Penalty: 5275.562988 Iteration 16Q: 3 clusters Score -6938414 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 38305 members Entering Unmasked Estep Score: -6938589.000000 Penalty: 5275.562988 Iteration 17Q: 3 clusters Score -6938589 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 38441 members Entering Unmasked Estep Score: -6938685.500000 Penalty: 5275.562988 Iteration 18Q: 3 clusters Score -6938686 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 38548 members Entering Unmasked Estep Score: -6938756.500000 Penalty: 5275.562988 Iteration 19Q: 3 clusters Score -6938756 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 38636 members Entering Unmasked Estep Score: -6938796.500000 Penalty: 5275.562988 Iteration 20F: 3 clusters Score -6938796 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 38713 members Entering Unmasked Estep Score: -6938821.500000 Penalty: 5275.562988 Iteration 21Q: 3 clusters Score -6938822 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 38782 members Entering Unmasked Estep Score: -6938827.000000 Penalty: 5275.562988 Iteration 22Q: 3 clusters Score -6938827 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 38837 members Entering Unmasked Estep Score: -6938860.000000 Penalty: 5275.562988 Iteration 23Q: 3 clusters Score -6938860 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 38882 members Entering Unmasked Estep Score: -6938877.500000 Penalty: 5275.562988 Iteration 24Q: 3 clusters Score -6938878 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 38928 members Entering Unmasked Estep Score: -6938914.000000 Penalty: 5275.562988 Iteration 25Q: 3 clusters Score -6938914 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 38968 members Entering Unmasked Estep Score: -6938944.000000 Penalty: 5275.562988 Iteration 26Q: 3 clusters Score -6938944 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 39015 members Entering Unmasked Estep Score: -6938956.000000 Penalty: 5275.562988 Iteration 27Q: 3 clusters Score -6938956 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 39055 members Entering Unmasked Estep Score: -6938979.000000 Penalty: 5275.562988 Iteration 28Q: 3 clusters Score -6938979 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 39090 members Entering Unmasked Estep Score: -6938988.000000 Penalty: 5275.562988 Iteration 29Q: 3 clusters Score -6938988 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 39125 members Entering Unmasked Estep Score: -6939007.500000 Penalty: 5275.562988 Iteration 30Q: 3 clusters Score -6939008 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 39154 members Entering Unmasked Estep Score: -6939037.500000 Penalty: 5275.562988 Iteration 31Q: 3 clusters Score -6939038 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 39190 members Entering Unmasked Estep Score: -6939039.500000 Penalty: 5275.562988 Iteration 32Q: 3 clusters Score -6939040 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 39213 members Entering Unmasked Estep Score: -6939046.000000 Penalty: 5275.562988 Iteration 33Q: 3 clusters Score -6939046 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 39238 members Entering Unmasked Estep Score: -6939068.000000 Penalty: 5275.562988 Iteration 34Q: 3 clusters Score -6939068 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 39254 members Entering Unmasked Estep Score: -6939087.500000 Penalty: 5275.562988 Iteration 35Q: 3 clusters Score -6939088 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 39269 members Entering Unmasked Estep Score: -6939093.000000 Penalty: 5275.562988 Iteration 36Q: 3 clusters Score -6939093 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 39283 members Entering Unmasked Estep Score: -6939102.500000 Penalty: 5275.562988 Iteration 37Q: 3 clusters Score -6939102 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 39294 members Entering Unmasked Estep Score: -6939110.500000 Penalty: 5275.562988 Iteration 38Q: 3 clusters Score -6939110 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 39306 members Entering Unmasked Estep Score: -6939113.500000 Penalty: 5275.562988 Iteration 39Q: 3 clusters Score -6939114 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 39320 members Entering Unmasked Estep Score: -6939123.000000 Penalty: 5275.562988 Iteration 40F: 3 clusters Score -6939123 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 39335 members Entering Unmasked Estep Score: -6939120.500000 Penalty: 5275.562988 Iteration 41Q: 3 clusters Score -6939120 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 39347 members Entering Unmasked Estep Score: -6939119.500000 Penalty: 5275.562988 Iteration 42Q: 3 clusters Score -6939120 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 39352 members Entering Unmasked Estep Score: -6939115.500000 Penalty: 5275.562988 Iteration 43Q: 3 clusters Score -6939116 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 39361 members Entering Unmasked Estep Score: -6939112.500000 Penalty: 5275.562988 Iteration 44Q: 3 clusters Score -6939112 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 39364 members Entering Unmasked Estep Score: -6939110.500000 Penalty: 5275.562988 Iteration 45Q: 3 clusters Score -6939110 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 39369 members Entering Unmasked Estep Score: -6939118.000000 Penalty: 5275.562988 Iteration 46Q: 3 clusters Score -6939118 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 39374 members Entering Unmasked Estep Score: -6939105.000000 Penalty: 5275.562988 Iteration 47Q: 3 clusters Score -6939105 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 39380 members Entering Unmasked Estep Score: -6939115.000000 Penalty: 5275.562988 Iteration 48Q: 3 clusters Score -6939115 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 39386 members Entering Unmasked Estep Score: -6939104.000000 Penalty: 5275.562988 Iteration 49Q: 3 clusters Score -6939104 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 39388 members Entering Unmasked Estep Score: -6939106.000000 Penalty: 5275.562988 Iteration 50Q: 3 clusters Score -6939106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 39388 members Entering Unmasked Estep Score: -6939106.000000 Penalty: 5275.562988 Iteration 51F: 3 clusters Score -6939106 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3968 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Entering Unmasked Estep Score: -652569.812500 Penalty: 2054.932373 Iteration 0F: 2 clusters Score -652569.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -648727.187500 Penalty: 4109.864746 Iteration 0F: 3 clusters Score -648727.2 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -649544.750000 Penalty: 4109.864746 Iteration 1F: 3 clusters Score -649544.8 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -649721.500000 Penalty: 4109.864746 Iteration 2F: 3 clusters Score -649721.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -649820.812500 Penalty: 4109.864746 Iteration 3Q: 3 clusters Score -649820.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -649888.312500 Penalty: 4109.864746 Iteration 4Q: 3 clusters Score -649888.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -649936.687500 Penalty: 4109.864746 Iteration 5Q: 3 clusters Score -649936.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -649964.937500 Penalty: 4109.864746 Iteration 6Q: 3 clusters Score -649964.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -649997.625000 Penalty: 4109.864746 Iteration 7Q: 3 clusters Score -649997.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -650029.000000 Penalty: 4109.864746 Iteration 8Q: 3 clusters Score -650029 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -650061.437500 Penalty: 4109.864746 Iteration 9Q: 3 clusters Score -650061.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -650095.750000 Penalty: 4109.864746 Iteration 10Q: 3 clusters Score -650095.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -650132.625000 Penalty: 4109.864746 Iteration 11Q: 3 clusters Score -650132.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -650180.687500 Penalty: 4109.864746 Iteration 12Q: 3 clusters Score -650180.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -650237.250000 Penalty: 4109.864746 Iteration 13Q: 3 clusters Score -650237.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -650289.687500 Penalty: 4109.864746 Iteration 14Q: 3 clusters Score -650289.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -650344.125000 Penalty: 4109.864746 Iteration 15Q: 3 clusters Score -650344.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -650402.937500 Penalty: 4109.864746 Iteration 16Q: 3 clusters Score -650402.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -650469.562500 Penalty: 4109.864746 Iteration 17Q: 3 clusters Score -650469.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -650551.812500 Penalty: 4109.864746 Iteration 18Q: 3 clusters Score -650551.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -650618.812500 Penalty: 4109.864746 Iteration 19Q: 3 clusters Score -650618.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -650662.312500 Penalty: 4109.864746 Iteration 20F: 3 clusters Score -650662.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -650709.125000 Penalty: 4109.864746 Iteration 21Q: 3 clusters Score -650709.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -650739.312500 Penalty: 4109.864746 Iteration 22Q: 3 clusters Score -650739.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -650770.437500 Penalty: 4109.864746 Iteration 23Q: 3 clusters Score -650770.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -650791.750000 Penalty: 4109.864746 Iteration 24Q: 3 clusters Score -650791.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -650808.500000 Penalty: 4109.864746 Iteration 25Q: 3 clusters Score -650808.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -650824.875000 Penalty: 4109.864746 Iteration 26Q: 3 clusters Score -650824.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -650842.687500 Penalty: 4109.864746 Iteration 27Q: 3 clusters Score -650842.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -650855.250000 Penalty: 4109.864746 Iteration 28Q: 3 clusters Score -650855.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -650867.375000 Penalty: 4109.864746 Iteration 29Q: 3 clusters Score -650867.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -650880.062500 Penalty: 4109.864746 Iteration 30Q: 3 clusters Score -650880.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -650898.062500 Penalty: 4109.864746 Iteration 31Q: 3 clusters Score -650898.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -650919.000000 Penalty: 4109.864746 Iteration 32Q: 3 clusters Score -650919 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -650944.750000 Penalty: 4109.864746 Iteration 33Q: 3 clusters Score -650944.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -650960.937500 Penalty: 4109.864746 Iteration 34Q: 3 clusters Score -650960.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -650973.062500 Penalty: 4109.864746 Iteration 35Q: 3 clusters Score -650973.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -650981.875000 Penalty: 4109.864746 Iteration 36Q: 3 clusters Score -650981.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -650987.375000 Penalty: 4109.864746 Iteration 37Q: 3 clusters Score -650987.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -650994.500000 Penalty: 4109.864746 Iteration 38Q: 3 clusters Score -650994.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -650999.875000 Penalty: 4109.864746 Iteration 39Q: 3 clusters Score -650999.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -651008.437500 Penalty: 4109.864746 Iteration 40F: 3 clusters Score -651008.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -651012.562500 Penalty: 4109.864746 Iteration 41Q: 3 clusters Score -651012.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -651016.625000 Penalty: 4109.864746 Iteration 42Q: 3 clusters Score -651016.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -651023.812500 Penalty: 4109.864746 Iteration 43Q: 3 clusters Score -651023.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -651025.875000 Penalty: 4109.864746 Iteration 44Q: 3 clusters Score -651025.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -651030.250000 Penalty: 4109.864746 Iteration 45Q: 3 clusters Score -651030.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -651032.000000 Penalty: 4109.864746 Iteration 46Q: 3 clusters Score -651032 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -651033.687500 Penalty: 4109.864746 Iteration 47Q: 3 clusters Score -651033.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -651034.812500 Penalty: 4109.864746 Iteration 48Q: 3 clusters Score -651034.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -651035.812500 Penalty: 4109.864746 Iteration 49Q: 3 clusters Score -651035.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -651036.875000 Penalty: 4109.864746 Iteration 50Q: 3 clusters Score -651036.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -651036.625000 Penalty: 4109.864746 Iteration 51Q: 3 clusters Score -651036.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -651038.312500 Penalty: 4109.864746 Iteration 52Q: 3 clusters Score -651038.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -651039.437500 Penalty: 4109.864746 Iteration 53Q: 3 clusters Score -651039.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -651039.000000 Penalty: 4109.864746 Iteration 54Q: 3 clusters Score -651039 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -651039.000000 Penalty: 4109.864746 Iteration 55F: 3 clusters Score -651039 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (49972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49972 members Entering Unmasked Estep Score: -8227571.000000 Penalty: 2683.166016 Iteration 0F: 2 clusters Score -8227571 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24975 members Mstep: Class 2 contains 24997 members Entering Unmasked Estep Score: -8196592.000000 Penalty: 5366.332031 Iteration 0F: 3 clusters Score -8196592 nChanged 23017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25350 members Mstep: Class 2 contains 24622 members Entering Unmasked Estep Score: -8209258.500000 Penalty: 5366.332031 Iteration 1F: 3 clusters Score -8209258 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25560 members Mstep: Class 2 contains 24412 members Entering Unmasked Estep Score: -8209972.000000 Penalty: 5366.332031 Iteration 2Q: 3 clusters Score -8209972 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25846 members Mstep: Class 2 contains 24126 members Entering Unmasked Estep Score: -8210689.500000 Penalty: 5366.332031 Iteration 3Q: 3 clusters Score -8210690 nChanged 2181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26357 members Mstep: Class 2 contains 23615 members Entering Unmasked Estep Score: -8211518.000000 Penalty: 5366.332031 Iteration 4Q: 3 clusters Score -8211518 nChanged 2353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27142 members Mstep: Class 2 contains 22830 members Entering Unmasked Estep Score: -8212527.500000 Penalty: 5366.332031 Iteration 5Q: 3 clusters Score -8212528 nChanged 2558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28160 members Mstep: Class 2 contains 21812 members Entering Unmasked Estep Score: -8213725.500000 Penalty: 5366.332031 Iteration 6F: 3 clusters Score -8213726 nChanged 2774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29368 members Mstep: Class 2 contains 20604 members Entering Unmasked Estep Score: -8215110.500000 Penalty: 5366.332031 Iteration 7F: 3 clusters Score -8215110 nChanged 2899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30641 members Mstep: Class 2 contains 19331 members Entering Unmasked Estep Score: -8216668.500000 Penalty: 5366.332031 Iteration 8F: 3 clusters Score -8216668 nChanged 2838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31783 members Mstep: Class 2 contains 18189 members Entering Unmasked Estep Score: -8218518.000000 Penalty: 5366.332031 Iteration 9F: 3 clusters Score -8218518 nChanged 2669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32632 members Mstep: Class 2 contains 17340 members Entering Unmasked Estep Score: -8220302.000000 Penalty: 5366.332031 Iteration 10F: 3 clusters Score -8220302 nChanged 2307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33177 members Mstep: Class 2 contains 16795 members Entering Unmasked Estep Score: -8221861.500000 Penalty: 5366.332031 Iteration 11Q: 3 clusters Score -8221862 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33521 members Mstep: Class 2 contains 16451 members Entering Unmasked Estep Score: -8222617.000000 Penalty: 5366.332031 Iteration 12Q: 3 clusters Score -8222617 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33840 members Mstep: Class 2 contains 16132 members Entering Unmasked Estep Score: -8222952.000000 Penalty: 5366.332031 Iteration 13Q: 3 clusters Score -8222952 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34147 members Mstep: Class 2 contains 15825 members Entering Unmasked Estep Score: -8223171.500000 Penalty: 5366.332031 Iteration 14Q: 3 clusters Score -8223172 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34403 members Mstep: Class 2 contains 15569 members Entering Unmasked Estep Score: -8223318.000000 Penalty: 5366.332031 Iteration 15Q: 3 clusters Score -8223318 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34649 members Mstep: Class 2 contains 15323 members Entering Unmasked Estep Score: -8223417.500000 Penalty: 5366.332031 Iteration 16Q: 3 clusters Score -8223418 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34904 members Mstep: Class 2 contains 15068 members Entering Unmasked Estep Score: -8223524.500000 Penalty: 5366.332031 Iteration 17Q: 3 clusters Score -8223524 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35138 members Mstep: Class 2 contains 14834 members Entering Unmasked Estep Score: -8223648.500000 Penalty: 5366.332031 Iteration 18Q: 3 clusters Score -8223648 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35392 members Mstep: Class 2 contains 14580 members Entering Unmasked Estep Score: -8223777.500000 Penalty: 5366.332031 Iteration 19Q: 3 clusters Score -8223778 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35634 members Mstep: Class 2 contains 14338 members Entering Unmasked Estep Score: -8223907.000000 Penalty: 5366.332031 Iteration 20F: 3 clusters Score -8223907 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 14067 members Entering Unmasked Estep Score: -8224061.000000 Penalty: 5366.332031 Iteration 21Q: 3 clusters Score -8224061 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36182 members Mstep: Class 2 contains 13790 members Entering Unmasked Estep Score: -8224188.000000 Penalty: 5366.332031 Iteration 22Q: 3 clusters Score -8224188 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36472 members Mstep: Class 2 contains 13500 members Entering Unmasked Estep Score: -8224308.500000 Penalty: 5366.332031 Iteration 23Q: 3 clusters Score -8224308 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36744 members Mstep: Class 2 contains 13228 members Entering Unmasked Estep Score: -8224443.000000 Penalty: 5366.332031 Iteration 24Q: 3 clusters Score -8224443 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36979 members Mstep: Class 2 contains 12993 members Entering Unmasked Estep Score: -8224541.500000 Penalty: 5366.332031 Iteration 25Q: 3 clusters Score -8224542 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37212 members Mstep: Class 2 contains 12760 members Entering Unmasked Estep Score: -8224628.500000 Penalty: 5366.332031 Iteration 26Q: 3 clusters Score -8224628 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: 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-8225170 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39394 members Mstep: Class 2 contains 10578 members Entering Unmasked Estep Score: -8225187.000000 Penalty: 5366.332031 Iteration 39Q: 3 clusters Score -8225187 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39523 members Mstep: Class 2 contains 10449 members Entering Unmasked Estep Score: -8225217.500000 Penalty: 5366.332031 Iteration 40F: 3 clusters Score -8225218 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39645 members Mstep: Class 2 contains 10327 members Entering Unmasked Estep Score: -8225269.000000 Penalty: 5366.332031 Iteration 41Q: 3 clusters Score -8225269 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39756 members Mstep: Class 2 contains 10216 members Entering Unmasked Estep Score: -8225281.500000 Penalty: 5366.332031 Iteration 42Q: 3 clusters Score -8225282 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39872 members Mstep: Class 2 contains 10100 members Entering Unmasked Estep Score: -8225280.000000 Penalty: 5366.332031 Iteration 43Q: 3 clusters Score -8225280 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39974 members Mstep: Class 2 contains 9998 members Entering Unmasked Estep Score: -8225309.000000 Penalty: 5366.332031 Iteration 44Q: 3 clusters Score -8225309 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40093 members Mstep: Class 2 contains 9879 members Entering Unmasked Estep Score: -8225336.500000 Penalty: 5366.332031 Iteration 45Q: 3 clusters Score -8225336 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40215 members Mstep: Class 2 contains 9757 members Entering Unmasked Estep Score: -8225375.500000 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Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -8226027.000000 Penalty: 5366.332031 Iteration 117Q: 3 clusters Score -8226027 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44065 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -8226044.000000 Penalty: 5366.332031 Iteration 118Q: 3 clusters Score -8226044 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44100 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -8226037.000000 Penalty: 5366.332031 Iteration 119Q: 3 clusters Score -8226037 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44140 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -8226046.000000 Penalty: 5366.332031 Iteration 120F: 3 clusters Score -8226046 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44182 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -8226058.000000 Penalty: 5366.332031 Iteration 121Q: 3 clusters Score -8226058 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44225 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -8226075.500000 Penalty: 5366.332031 Iteration 122Q: 3 clusters Score -8226076 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44272 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -8226081.500000 Penalty: 5366.332031 Iteration 123Q: 3 clusters Score -8226082 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44327 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -8226094.000000 Penalty: 5366.332031 Iteration 124Q: 3 clusters Score -8226094 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44372 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -8226106.500000 Penalty: 5366.332031 Iteration 125Q: 3 clusters Score -8226106 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44423 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -8226118.000000 Penalty: 5366.332031 Iteration 126Q: 3 clusters Score -8226118 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44481 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -8226138.000000 Penalty: 5366.332031 Iteration 127Q: 3 clusters Score -8226138 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44535 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -8226154.000000 Penalty: 5366.332031 Iteration 128Q: 3 clusters Score -8226154 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44585 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -8226162.500000 Penalty: 5366.332031 Iteration 129Q: 3 clusters Score -8226162 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44628 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -8226165.000000 Penalty: 5366.332031 Iteration 130Q: 3 clusters Score -8226165 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44658 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -8226172.500000 Penalty: 5366.332031 Iteration 131Q: 3 clusters Score -8226172 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44693 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -8226174.500000 Penalty: 5366.332031 Iteration 132Q: 3 clusters Score -8226174 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44715 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -8226185.000000 Penalty: 5366.332031 Iteration 133Q: 3 clusters Score -8226185 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44737 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -8226193.500000 Penalty: 5366.332031 Iteration 134Q: 3 clusters Score -8226194 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44759 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -8226198.500000 Penalty: 5366.332031 Iteration 135Q: 3 clusters Score -8226198 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44781 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -8226199.500000 Penalty: 5366.332031 Iteration 136Q: 3 clusters Score -8226200 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44802 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -8226200.000000 Penalty: 5366.332031 Iteration 137Q: 3 clusters Score -8226200 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44817 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -8226206.000000 Penalty: 5366.332031 Iteration 138Q: 3 clusters Score -8226206 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44832 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -8226222.500000 Penalty: 5366.332031 Iteration 139Q: 3 clusters Score -8226222 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44852 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -8226214.500000 Penalty: 5366.332031 Iteration 140F: 3 clusters Score -8226214 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44872 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -8226221.500000 Penalty: 5366.332031 Iteration 141Q: 3 clusters Score -8226222 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44898 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -8226213.000000 Penalty: 5366.332031 Iteration 142Q: 3 clusters Score -8226213 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44923 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -8226228.500000 Penalty: 5366.332031 Iteration 143Q: 3 clusters Score -8226228 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44940 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -8226236.500000 Penalty: 5366.332031 Iteration 144Q: 3 clusters Score -8226236 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44953 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -8226235.500000 Penalty: 5366.332031 Iteration 145Q: 3 clusters Score -8226236 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44970 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -8226241.500000 Penalty: 5366.332031 Iteration 146Q: 3 clusters Score -8226242 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44987 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -8226246.000000 Penalty: 5366.332031 Iteration 147Q: 3 clusters Score -8226246 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45004 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -8226259.500000 Penalty: 5366.332031 Iteration 148Q: 3 clusters Score -8226260 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45016 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -8226250.000000 Penalty: 5366.332031 Iteration 149Q: 3 clusters Score -8226250 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45026 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -8226238.500000 Penalty: 5366.332031 Iteration 150Q: 3 clusters Score -8226238 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45038 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -8226249.000000 Penalty: 5366.332031 Iteration 151Q: 3 clusters Score -8226249 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45052 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -8226249.500000 Penalty: 5366.332031 Iteration 152Q: 3 clusters Score -8226250 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45060 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -8226257.500000 Penalty: 5366.332031 Iteration 153Q: 3 clusters Score -8226258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45063 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -8226255.000000 Penalty: 5366.332031 Iteration 154Q: 3 clusters Score -8226255 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45063 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -8226255.000000 Penalty: 5366.332031 Iteration 155F: 3 clusters Score -8226255 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Entering Unmasked Estep Score: -28240.878906 Penalty: 1307.703979 Iteration 0F: 2 clusters Score -28240.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -27125.480469 Penalty: 2615.407959 Iteration 0F: 3 clusters Score -27125.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -27198.091797 Penalty: 2615.407959 Iteration 1F: 3 clusters Score -27198.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -27217.535156 Penalty: 2615.407959 Iteration 2Q: 3 clusters Score -27217.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -27217.535156 Penalty: 2615.407959 Iteration 3F: 3 clusters Score -27217.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Entering Unmasked Estep Score: -35197.042969 Penalty: 1404.414185 Iteration 0F: 2 clusters Score -35197.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -34080.433594 Penalty: 2808.828369 Iteration 0F: 3 clusters Score -34080.43 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -34256.542969 Penalty: 2808.828369 Iteration 1F: 3 clusters Score -34256.54 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -34390.722656 Penalty: 2808.828369 Iteration 2F: 3 clusters Score -34390.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -34445.351562 Penalty: 2808.828369 Iteration 3Q: 3 clusters Score -34445.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -34478.753906 Penalty: 2808.828369 Iteration 4Q: 3 clusters Score -34478.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -34510.156250 Penalty: 2808.828369 Iteration 5Q: 3 clusters Score -34510.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -34515.128906 Penalty: 2808.828369 Iteration 6Q: 3 clusters Score -34515.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -34515.128906 Penalty: 2808.828369 Iteration 7F: 3 clusters Score -34515.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -35033.820312 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -35033.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -33874.695312 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -33874.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -33978.363281 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -33978.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -34039.644531 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -34039.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -34062.582031 Penalty: 2740.624756 Iteration 3Q: 3 clusters Score -34062.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -34069.753906 Penalty: 2740.624756 Iteration 4Q: 3 clusters Score -34069.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -34069.753906 Penalty: 2740.624756 Iteration 5F: 3 clusters Score -34069.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -53517.562500 Penalty: 1497.983154 Iteration 0F: 2 clusters Score -53517.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -52217.957031 Penalty: 2995.966309 Iteration 0F: 3 clusters Score -52217.96 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -52612.601562 Penalty: 2995.966309 Iteration 1F: 3 clusters Score -52612.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -52939.578125 Penalty: 2995.966309 Iteration 2F: 3 clusters Score -52939.58 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -53119.289062 Penalty: 2995.966309 Iteration 3F: 3 clusters Score -53119.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -53227.296875 Penalty: 2995.966309 Iteration 4Q: 3 clusters Score -53227.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -53311.261719 Penalty: 2995.966309 Iteration 5Q: 3 clusters Score -53311.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -53354.933594 Penalty: 2995.966309 Iteration 6Q: 3 clusters Score -53354.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -53389.085938 Penalty: 2995.966309 Iteration 7Q: 3 clusters Score -53389.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -53433.015625 Penalty: 2995.966309 Iteration 8Q: 3 clusters Score -53433.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -53459.488281 Penalty: 2995.966309 Iteration 9Q: 3 clusters Score -53459.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -53468.593750 Penalty: 2995.966309 Iteration 10Q: 3 clusters Score -53468.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -53473.812500 Penalty: 2995.966309 Iteration 11Q: 3 clusters Score -53473.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -53487.335938 Penalty: 2995.966309 Iteration 12Q: 3 clusters Score -53487.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -53491.296875 Penalty: 2995.966309 Iteration 13Q: 3 clusters Score -53491.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -53498.437500 Penalty: 2995.966309 Iteration 14Q: 3 clusters Score -53498.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -53498.460938 Penalty: 2995.966309 Iteration 15F: 3 clusters Score -53498.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -53511.742188 Penalty: 2995.966309 Iteration 16Q: 3 clusters Score -53511.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -53511.742188 Penalty: 2995.966309 Iteration 17F: 3 clusters Score -53511.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Entering Unmasked Estep Score: -81129.476562 Penalty: 1581.006104 Iteration 0F: 2 clusters Score -81129.48 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 298 members Entering Unmasked Estep Score: -79606.914062 Penalty: 3162.012207 Iteration 0F: 3 clusters Score -79606.91 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -79816.914062 Penalty: 3162.012207 Iteration 1F: 3 clusters Score -79816.91 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -79879.398438 Penalty: 3162.012207 Iteration 2F: 3 clusters Score -79879.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -79920.296875 Penalty: 3162.012207 Iteration 3Q: 3 clusters Score -79920.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -79947.656250 Penalty: 3162.012207 Iteration 4Q: 3 clusters Score -79947.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -79967.507812 Penalty: 3162.012207 Iteration 5Q: 3 clusters Score -79967.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -79990.828125 Penalty: 3162.012207 Iteration 6Q: 3 clusters Score -79990.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -80009.296875 Penalty: 3162.012207 Iteration 7Q: 3 clusters Score -80009.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -80014.093750 Penalty: 3162.012207 Iteration 8Q: 3 clusters Score -80014.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -80031.953125 Penalty: 3162.012207 Iteration 9Q: 3 clusters Score -80031.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -80041.976562 Penalty: 3162.012207 Iteration 10Q: 3 clusters Score -80041.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -80049.304688 Penalty: 3162.012207 Iteration 11Q: 3 clusters Score -80049.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -80058.492188 Penalty: 3162.012207 Iteration 12Q: 3 clusters Score -80058.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -80064.664062 Penalty: 3162.012207 Iteration 13Q: 3 clusters Score -80064.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -80070.406250 Penalty: 3162.012207 Iteration 14Q: 3 clusters Score -80070.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -80077.710938 Penalty: 3162.012207 Iteration 15Q: 3 clusters Score -80077.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -80079.265625 Penalty: 3162.012207 Iteration 16Q: 3 clusters Score -80079.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -80079.265625 Penalty: 3162.012207 Iteration 17F: 3 clusters Score -80079.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8984 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Entering Unmasked Estep Score: -1421734.375000 Penalty: 2257.593750 Iteration 0F: 2 clusters Score -1421734 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -1414715.875000 Penalty: 4515.187500 Iteration 0F: 3 clusters Score -1414716 nChanged 3740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -1416946.125000 Penalty: 4515.187500 Iteration 1F: 3 clusters Score -1416946 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -1417370.875000 Penalty: 4515.187500 Iteration 2F: 3 clusters Score -1417371 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1417709.000000 Penalty: 4515.187500 Iteration 3F: 3 clusters Score -1417709 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -1417990.875000 Penalty: 4515.187500 Iteration 4F: 3 clusters Score -1417991 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -1418282.500000 Penalty: 4515.187500 Iteration 5Q: 3 clusters Score -1418282 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -1418605.750000 Penalty: 4515.187500 Iteration 6F: 3 clusters Score -1418606 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -1418881.500000 Penalty: 4515.187500 Iteration 7Q: 3 clusters Score -1418882 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -1419113.250000 Penalty: 4515.187500 Iteration 8Q: 3 clusters Score -1419113 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -1419299.625000 Penalty: 4515.187500 Iteration 9Q: 3 clusters Score -1419300 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1419449.250000 Penalty: 4515.187500 Iteration 10Q: 3 clusters Score -1419449 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -1419574.625000 Penalty: 4515.187500 Iteration 11Q: 3 clusters Score -1419575 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -1419667.625000 Penalty: 4515.187500 Iteration 12Q: 3 clusters Score -1419668 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -1419736.125000 Penalty: 4515.187500 Iteration 13Q: 3 clusters Score -1419736 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -1419815.875000 Penalty: 4515.187500 Iteration 14Q: 3 clusters Score -1419816 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -1419872.750000 Penalty: 4515.187500 Iteration 15Q: 3 clusters Score -1419873 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -1419920.750000 Penalty: 4515.187500 Iteration 16Q: 3 clusters Score -1419921 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -1419954.000000 Penalty: 4515.187500 Iteration 17Q: 3 clusters Score -1419954 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -1419978.375000 Penalty: 4515.187500 Iteration 18Q: 3 clusters Score -1419978 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -1420006.000000 Penalty: 4515.187500 Iteration 19Q: 3 clusters Score -1420006 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -1420022.250000 Penalty: 4515.187500 Iteration 20F: 3 clusters Score -1420022 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -1420045.750000 Penalty: 4515.187500 Iteration 21Q: 3 clusters Score -1420046 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -1420069.375000 Penalty: 4515.187500 Iteration 22Q: 3 clusters Score -1420069 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -1420089.125000 Penalty: 4515.187500 Iteration 23Q: 3 clusters Score -1420089 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1420102.750000 Penalty: 4515.187500 Iteration 24Q: 3 clusters Score -1420103 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -1420118.125000 Penalty: 4515.187500 Iteration 25Q: 3 clusters Score -1420118 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -1420136.750000 Penalty: 4515.187500 Iteration 26Q: 3 clusters Score -1420137 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -1420155.000000 Penalty: 4515.187500 Iteration 27Q: 3 clusters Score -1420155 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -1420166.000000 Penalty: 4515.187500 Iteration 28Q: 3 clusters Score -1420166 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -1420176.500000 Penalty: 4515.187500 Iteration 29Q: 3 clusters Score -1420176 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -1420189.375000 Penalty: 4515.187500 Iteration 30Q: 3 clusters Score -1420189 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -1420202.375000 Penalty: 4515.187500 Iteration 31Q: 3 clusters Score -1420202 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -1420215.250000 Penalty: 4515.187500 Iteration 32Q: 3 clusters Score -1420215 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -1420224.250000 Penalty: 4515.187500 Iteration 33Q: 3 clusters Score -1420224 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -1420234.750000 Penalty: 4515.187500 Iteration 34Q: 3 clusters Score -1420235 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -1420249.875000 Penalty: 4515.187500 Iteration 35Q: 3 clusters Score -1420250 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -1420264.125000 Penalty: 4515.187500 Iteration 36Q: 3 clusters Score -1420264 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7391 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -1420271.250000 Penalty: 4515.187500 Iteration 37Q: 3 clusters Score -1420271 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -1420281.500000 Penalty: 4515.187500 Iteration 38Q: 3 clusters Score -1420282 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7435 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -1420280.750000 Penalty: 4515.187500 Iteration 39Q: 3 clusters Score -1420281 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7454 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -1420285.750000 Penalty: 4515.187500 Iteration 40F: 3 clusters Score -1420286 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -1420291.375000 Penalty: 4515.187500 Iteration 41Q: 3 clusters Score -1420291 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1420300.750000 Penalty: 4515.187500 Iteration 42Q: 3 clusters Score -1420301 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7519 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -1420308.000000 Penalty: 4515.187500 Iteration 43Q: 3 clusters Score -1420308 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7546 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -1420314.000000 Penalty: 4515.187500 Iteration 44Q: 3 clusters Score -1420314 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -1420326.500000 Penalty: 4515.187500 Iteration 45Q: 3 clusters Score -1420326 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -1420333.750000 Penalty: 4515.187500 Iteration 46Q: 3 clusters Score -1420334 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7617 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -1420339.625000 Penalty: 4515.187500 Iteration 47Q: 3 clusters Score -1420340 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -1420343.000000 Penalty: 4515.187500 Iteration 48Q: 3 clusters Score -1420343 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1420345.750000 Penalty: 4515.187500 Iteration 49Q: 3 clusters Score -1420346 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -1420352.000000 Penalty: 4515.187500 Iteration 50Q: 3 clusters Score -1420352 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1420358.250000 Penalty: 4515.187500 Iteration 51Q: 3 clusters Score -1420358 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -1420361.250000 Penalty: 4515.187500 Iteration 52Q: 3 clusters Score -1420361 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -1420365.000000 Penalty: 4515.187500 Iteration 53Q: 3 clusters Score -1420365 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1420371.750000 Penalty: 4515.187500 Iteration 54Q: 3 clusters Score -1420372 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7713 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -1420371.875000 Penalty: 4515.187500 Iteration 55Q: 3 clusters Score -1420372 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -1420372.625000 Penalty: 4515.187500 Iteration 56Q: 3 clusters Score -1420373 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7716 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -1420372.500000 Penalty: 4515.187500 Iteration 57Q: 3 clusters Score -1420372 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1420373.625000 Penalty: 4515.187500 Iteration 58Q: 3 clusters Score -1420374 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -1420373.750000 Penalty: 4515.187500 Iteration 59Q: 3 clusters Score -1420374 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7720 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -1420374.250000 Penalty: 4515.187500 Iteration 60F: 3 clusters Score -1420374 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -1420374.625000 Penalty: 4515.187500 Iteration 61Q: 3 clusters Score -1420375 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7723 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -1420376.500000 Penalty: 4515.187500 Iteration 62Q: 3 clusters Score -1420376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -1420376.875000 Penalty: 4515.187500 Iteration 63Q: 3 clusters Score -1420377 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7731 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1420378.500000 Penalty: 4515.187500 Iteration 64Q: 3 clusters Score -1420378 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7738 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -1420379.875000 Penalty: 4515.187500 Iteration 65Q: 3 clusters Score -1420380 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -1420380.250000 Penalty: 4515.187500 Iteration 66Q: 3 clusters Score -1420380 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -1420383.375000 Penalty: 4515.187500 Iteration 67Q: 3 clusters Score -1420383 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -1420383.375000 Penalty: 4515.187500 Iteration 68Q: 3 clusters Score -1420383 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7768 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -1420388.750000 Penalty: 4515.187500 Iteration 69Q: 3 clusters Score -1420389 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1420392.500000 Penalty: 4515.187500 Iteration 70Q: 3 clusters Score -1420392 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7793 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -1420393.000000 Penalty: 4515.187500 Iteration 71Q: 3 clusters Score -1420393 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7808 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -1420396.375000 Penalty: 4515.187500 Iteration 72Q: 3 clusters Score -1420396 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1420401.250000 Penalty: 4515.187500 Iteration 73Q: 3 clusters Score -1420401 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7835 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -1420405.375000 Penalty: 4515.187500 Iteration 74Q: 3 clusters Score -1420405 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -1420413.000000 Penalty: 4515.187500 Iteration 75Q: 3 clusters Score -1420413 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -1420418.750000 Penalty: 4515.187500 Iteration 76Q: 3 clusters Score -1420419 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1420424.750000 Penalty: 4515.187500 Iteration 77Q: 3 clusters Score -1420425 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1420429.875000 Penalty: 4515.187500 Iteration 78Q: 3 clusters Score -1420430 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7918 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1420437.875000 Penalty: 4515.187500 Iteration 79Q: 3 clusters Score -1420438 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1420443.250000 Penalty: 4515.187500 Iteration 80F: 3 clusters Score -1420443 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -1420448.000000 Penalty: 4515.187500 Iteration 81Q: 3 clusters Score -1420448 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -1420453.000000 Penalty: 4515.187500 Iteration 82Q: 3 clusters Score -1420453 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1420458.250000 Penalty: 4515.187500 Iteration 83Q: 3 clusters Score -1420458 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1420465.375000 Penalty: 4515.187500 Iteration 84Q: 3 clusters Score -1420465 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -1420472.375000 Penalty: 4515.187500 Iteration 85Q: 3 clusters Score -1420472 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -1420473.125000 Penalty: 4515.187500 Iteration 86Q: 3 clusters Score -1420473 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8028 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1420476.500000 Penalty: 4515.187500 Iteration 87Q: 3 clusters Score -1420476 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8039 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1420478.000000 Penalty: 4515.187500 Iteration 88Q: 3 clusters Score -1420478 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -1420480.375000 Penalty: 4515.187500 Iteration 89Q: 3 clusters Score -1420480 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -1420483.875000 Penalty: 4515.187500 Iteration 90Q: 3 clusters Score -1420484 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -1420484.125000 Penalty: 4515.187500 Iteration 91Q: 3 clusters Score -1420484 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1420483.625000 Penalty: 4515.187500 Iteration 92Q: 3 clusters Score -1420484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -1420486.250000 Penalty: 4515.187500 Iteration 93Q: 3 clusters Score -1420486 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8071 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -1420488.875000 Penalty: 4515.187500 Iteration 94Q: 3 clusters Score -1420489 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1420486.250000 Penalty: 4515.187500 Iteration 95Q: 3 clusters Score -1420486 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1420486.250000 Penalty: 4515.187500 Iteration 96F: 3 clusters Score -1420486 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23865 members Entering Unmasked Estep Score: -3883017.250000 Penalty: 2499.881592 Iteration 0F: 2 clusters Score -3883017 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11885 members Mstep: Class 2 contains 11980 members Entering Unmasked Estep Score: -3866465.250000 Penalty: 4999.763184 Iteration 0F: 3 clusters Score -3866465 nChanged 10537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11678 members Mstep: Class 2 contains 12187 members Entering Unmasked Estep Score: -3872442.250000 Penalty: 4999.763184 Iteration 1F: 3 clusters Score -3872442 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11545 members Mstep: Class 2 contains 12320 members Entering Unmasked Estep Score: -3873211.750000 Penalty: 4999.763184 Iteration 2F: 3 clusters Score -3873212 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11279 members Mstep: Class 2 contains 12586 members Entering Unmasked Estep Score: -3873973.750000 Penalty: 4999.763184 Iteration 3F: 3 clusters Score -3873974 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10834 members Mstep: Class 2 contains 13031 members Entering Unmasked Estep Score: -3874755.500000 Penalty: 4999.763184 Iteration 4F: 3 clusters Score -3874756 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10227 members Mstep: Class 2 contains 13638 members Entering Unmasked Estep Score: -3875529.000000 Penalty: 4999.763184 Iteration 5F: 3 clusters Score -3875529 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 14374 members Entering Unmasked Estep Score: -3876218.000000 Penalty: 4999.763184 Iteration 6F: 3 clusters Score -3876218 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8619 members Mstep: Class 2 contains 15246 members Entering Unmasked Estep Score: -3876927.250000 Penalty: 4999.763184 Iteration 7F: 3 clusters Score -3876927 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 16230 members Entering Unmasked Estep Score: -3877700.500000 Penalty: 4999.763184 Iteration 8F: 3 clusters Score -3877700 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 17245 members Entering Unmasked Estep Score: -3878480.250000 Penalty: 4999.763184 Iteration 9Q: 3 clusters Score -3878480 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 18199 members Entering Unmasked Estep Score: -3879179.000000 Penalty: 4999.763184 Iteration 10Q: 3 clusters Score -3879179 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 19079 members Entering Unmasked Estep Score: -3879837.500000 Penalty: 4999.763184 Iteration 11Q: 3 clusters Score -3879838 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 19817 members Entering Unmasked Estep Score: -3880365.250000 Penalty: 4999.763184 Iteration 12Q: 3 clusters Score -3880365 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 20410 members Entering Unmasked Estep Score: -3880790.250000 Penalty: 4999.763184 Iteration 13Q: 3 clusters Score -3880790 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 20886 members Entering Unmasked Estep Score: -3881103.750000 Penalty: 4999.763184 Iteration 14Q: 3 clusters Score -3881104 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 21244 members Entering Unmasked Estep Score: -3881319.000000 Penalty: 4999.763184 Iteration 15Q: 3 clusters Score -3881319 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 21525 members Entering Unmasked Estep Score: -3881464.000000 Penalty: 4999.763184 Iteration 16Q: 3 clusters Score -3881464 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 21760 members Entering Unmasked Estep Score: -3881588.250000 Penalty: 4999.763184 Iteration 17Q: 3 clusters Score -3881588 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 21924 members Entering Unmasked Estep Score: -3881659.750000 Penalty: 4999.763184 Iteration 18Q: 3 clusters Score -3881660 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 22078 members Entering Unmasked Estep Score: -3881748.000000 Penalty: 4999.763184 Iteration 19Q: 3 clusters Score -3881748 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 22197 members Entering Unmasked Estep Score: -3881815.250000 Penalty: 4999.763184 Iteration 20F: 3 clusters Score -3881815 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 22285 members Entering Unmasked Estep Score: -3881845.000000 Penalty: 4999.763184 Iteration 21Q: 3 clusters Score -3881845 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 22347 members Entering Unmasked Estep Score: -3881876.500000 Penalty: 4999.763184 Iteration 22Q: 3 clusters Score -3881876 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 22386 members Entering Unmasked Estep Score: -3881888.500000 Penalty: 4999.763184 Iteration 23Q: 3 clusters Score -3881888 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 22415 members Entering Unmasked Estep Score: -3881907.250000 Penalty: 4999.763184 Iteration 24Q: 3 clusters Score -3881907 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 22431 members Entering Unmasked Estep Score: -3881906.250000 Penalty: 4999.763184 Iteration 25Q: 3 clusters Score -3881906 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 22440 members Entering Unmasked Estep Score: -3881911.500000 Penalty: 4999.763184 Iteration 26Q: 3 clusters Score -3881912 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 22451 members Entering Unmasked Estep Score: -3881914.000000 Penalty: 4999.763184 Iteration 27Q: 3 clusters Score -3881914 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 22464 members Entering Unmasked Estep Score: -3881925.500000 Penalty: 4999.763184 Iteration 28Q: 3 clusters Score -3881926 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 22471 members Entering Unmasked Estep Score: -3881929.750000 Penalty: 4999.763184 Iteration 29Q: 3 clusters Score -3881930 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 22477 members Entering Unmasked Estep Score: -3881924.500000 Penalty: 4999.763184 Iteration 30Q: 3 clusters Score -3881924 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 22483 members Entering Unmasked Estep Score: -3881923.750000 Penalty: 4999.763184 Iteration 31Q: 3 clusters Score -3881924 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 22490 members Entering Unmasked Estep Score: -3881923.750000 Penalty: 4999.763184 Iteration 32Q: 3 clusters Score -3881924 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 22492 members Entering Unmasked Estep Score: -3881925.500000 Penalty: 4999.763184 Iteration 33Q: 3 clusters Score -3881926 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 22495 members Entering Unmasked Estep Score: -3881930.250000 Penalty: 4999.763184 Iteration 34Q: 3 clusters Score -3881930 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 22495 members Entering Unmasked Estep Score: -3881927.500000 Penalty: 4999.763184 Iteration 35Q: 3 clusters Score -3881928 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 22495 members Entering Unmasked Estep Score: -3881927.500000 Penalty: 4999.763184 Iteration 36F: 3 clusters Score -3881928 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -77143.625000 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -77143.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -75587.484375 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -75587.48 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -75874.460938 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -75874.46 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -75983.875000 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -75983.88 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -76081.453125 Penalty: 3131.519775 Iteration 3Q: 3 clusters Score -76081.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -76157.812500 Penalty: 3131.519775 Iteration 4Q: 3 clusters Score -76157.81 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -76217.992188 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -76217.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -76244.953125 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -76244.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -76271.039062 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -76271.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -76272.843750 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -76272.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -76275.476562 Penalty: 3131.519775 Iteration 9Q: 3 clusters Score -76275.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -76279.156250 Penalty: 3131.519775 Iteration 10Q: 3 clusters Score -76279.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -76281.492188 Penalty: 3131.519775 Iteration 11Q: 3 clusters Score -76281.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -76281.492188 Penalty: 3131.519775 Iteration 12F: 3 clusters Score -76281.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -78637.601562 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -78637.6 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 306 members Entering Unmasked Estep Score: -77163.515625 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -77163.52 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -77570.929688 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -77570.93 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -77837.312500 Penalty: 3167.892090 Iteration 2F: 3 clusters Score -77837.31 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -78069.812500 Penalty: 3167.892090 Iteration 3F: 3 clusters Score -78069.81 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -78285.890625 Penalty: 3167.892090 Iteration 4F: 3 clusters Score -78285.89 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -78468.750000 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -78468.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -78623.617188 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -78623.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -78808.875000 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -78808.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -78882.539062 Penalty: 3167.892090 Iteration 8Q: 3 clusters Score -78882.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -78977.718750 Penalty: 3167.892090 Iteration 9Q: 3 clusters Score -78977.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -79013.773438 Penalty: 3167.892090 Iteration 10Q: 3 clusters Score -79013.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -79053.359375 Penalty: 3167.892090 Iteration 11Q: 3 clusters Score -79053.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -79149.789062 Penalty: 3167.892090 Iteration 12Q: 3 clusters Score -79149.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -79218.351562 Penalty: 3167.892090 Iteration 13Q: 3 clusters Score -79218.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -79288.843750 Penalty: 3167.892090 Iteration 14Q: 3 clusters Score -79288.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -79296.085938 Penalty: 3167.892090 Iteration 15Q: 3 clusters Score -79296.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -79298.898438 Penalty: 3167.892090 Iteration 16Q: 3 clusters Score -79298.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -79302.320312 Penalty: 3167.892090 Iteration 17Q: 3 clusters Score -79302.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -79303.796875 Penalty: 3167.892090 Iteration 18Q: 3 clusters Score -79303.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -79303.796875 Penalty: 3167.892090 Iteration 19F: 3 clusters Score -79303.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 160 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 6037 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 41615 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 49972 members Mstep: Class 10 contains 195 members Mstep: Class 11 contains 288 members Mstep: Class 12 contains 251 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 8984 members Mstep: Class 16 contains 23865 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 337 members Mstep: Class 19 contains 28342 members Mstep: Class 20 contains 4336 members Mstep: Class 21 contains 40000 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 227 members Mstep: Class 24 contains 10423 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 9732 members Mstep: Class 27 contains 257 members Entering Unmasked Estep Score: -37745836.000000 Penalty: 82835.382812 Splitting cluster 18 changes total score from -37746680.000000 to -37745836.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (28342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28342 members Entering Unmasked Estep Score: -4554067.500000 Penalty: 2542.520752 Iteration 0F: 2 clusters Score -4554068 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14137 members Mstep: Class 2 contains 14205 members Entering Unmasked Estep Score: -4534721.000000 Penalty: 5085.041504 Iteration 0F: 3 clusters Score -4534721 nChanged 12606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13859 members Mstep: Class 2 contains 14483 members Entering Unmasked Estep Score: -4541533.000000 Penalty: 5085.041504 Iteration 1F: 3 clusters Score -4541533 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13707 members Mstep: Class 2 contains 14635 members Entering Unmasked Estep Score: -4541966.500000 Penalty: 5085.041504 Iteration 2Q: 3 clusters Score -4541966 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13489 members Mstep: Class 2 contains 14853 members Entering Unmasked Estep Score: -4542378.500000 Penalty: 5085.041504 Iteration 3Q: 3 clusters Score -4542378 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13178 members Mstep: Class 2 contains 15164 members Entering Unmasked Estep Score: -4542714.000000 Penalty: 5085.041504 Iteration 4Q: 3 clusters Score -4542714 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12760 members Mstep: Class 2 contains 15582 members Entering Unmasked Estep Score: -4543072.500000 Penalty: 5085.041504 Iteration 5Q: 3 clusters Score -4543072 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12197 members Mstep: Class 2 contains 16145 members Entering Unmasked Estep Score: -4543474.000000 Penalty: 5085.041504 Iteration 6Q: 3 clusters Score -4543474 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11483 members Mstep: Class 2 contains 16859 members Entering Unmasked Estep Score: -4544042.000000 Penalty: 5085.041504 Iteration 7Q: 3 clusters Score -4544042 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10619 members Mstep: Class 2 contains 17723 members Entering Unmasked Estep Score: -4544686.000000 Penalty: 5085.041504 Iteration 8Q: 3 clusters Score -4544686 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9593 members Mstep: Class 2 contains 18749 members Entering Unmasked Estep Score: -4545570.500000 Penalty: 5085.041504 Iteration 9Q: 3 clusters Score -4545570 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 19778 members Entering Unmasked Estep Score: -4546512.500000 Penalty: 5085.041504 Iteration 10Q: 3 clusters Score -4546512 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 20781 members Entering Unmasked Estep Score: -4547397.500000 Penalty: 5085.041504 Iteration 11Q: 3 clusters Score -4547398 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 21679 members Entering Unmasked Estep Score: -4548128.000000 Penalty: 5085.041504 Iteration 12Q: 3 clusters Score -4548128 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 22420 members Entering Unmasked Estep Score: -4548666.500000 Penalty: 5085.041504 Iteration 13Q: 3 clusters Score -4548666 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 23083 members Entering Unmasked Estep Score: -4549060.500000 Penalty: 5085.041504 Iteration 14Q: 3 clusters Score -4549060 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 23683 members Entering Unmasked Estep Score: -4549383.500000 Penalty: 5085.041504 Iteration 15Q: 3 clusters Score -4549384 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 24263 members Entering Unmasked Estep Score: -4549681.000000 Penalty: 5085.041504 Iteration 16Q: 3 clusters Score -4549681 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 24814 members Entering Unmasked Estep Score: -4549979.500000 Penalty: 5085.041504 Iteration 17Q: 3 clusters Score -4549980 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 25318 members Entering Unmasked Estep Score: -4550274.000000 Penalty: 5085.041504 Iteration 18Q: 3 clusters Score -4550274 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 25815 members Entering Unmasked Estep Score: -4550602.000000 Penalty: 5085.041504 Iteration 19Q: 3 clusters Score -4550602 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 26275 members Entering Unmasked Estep Score: -4550893.500000 Penalty: 5085.041504 Iteration 20F: 3 clusters Score -4550894 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 26690 members Entering Unmasked Estep Score: -4551244.500000 Penalty: 5085.041504 Iteration 21Q: 3 clusters Score -4551244 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 27041 members Entering Unmasked Estep Score: -4551475.000000 Penalty: 5085.041504 Iteration 22Q: 3 clusters Score -4551475 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 27309 members Entering Unmasked Estep Score: -4551668.000000 Penalty: 5085.041504 Iteration 23Q: 3 clusters Score -4551668 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 27501 members Entering Unmasked Estep Score: -4551812.500000 Penalty: 5085.041504 Iteration 24Q: 3 clusters Score -4551812 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 27644 members Entering Unmasked Estep Score: -4551906.000000 Penalty: 5085.041504 Iteration 25Q: 3 clusters Score -4551906 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 27735 members Entering Unmasked Estep Score: -4551978.500000 Penalty: 5085.041504 Iteration 26Q: 3 clusters Score -4551978 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 27793 members Entering Unmasked Estep Score: -4552019.500000 Penalty: 5085.041504 Iteration 27Q: 3 clusters Score -4552020 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 27838 members Entering Unmasked Estep Score: -4552064.500000 Penalty: 5085.041504 Iteration 28Q: 3 clusters Score -4552064 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 27877 members Entering Unmasked Estep Score: -4552088.500000 Penalty: 5085.041504 Iteration 29Q: 3 clusters Score -4552088 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 27903 members Entering Unmasked Estep Score: -4552114.000000 Penalty: 5085.041504 Iteration 30Q: 3 clusters Score -4552114 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 27926 members Entering Unmasked Estep Score: -4552133.500000 Penalty: 5085.041504 Iteration 31Q: 3 clusters Score -4552134 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 27947 members Entering Unmasked Estep Score: -4552159.500000 Penalty: 5085.041504 Iteration 32Q: 3 clusters Score -4552160 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 27957 members Entering Unmasked Estep Score: -4552166.000000 Penalty: 5085.041504 Iteration 33Q: 3 clusters Score -4552166 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 27963 members Entering Unmasked Estep Score: -4552170.000000 Penalty: 5085.041504 Iteration 34Q: 3 clusters Score -4552170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 27965 members Entering Unmasked Estep Score: -4552173.000000 Penalty: 5085.041504 Iteration 35Q: 3 clusters Score -4552173 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 27966 members Entering Unmasked Estep Score: -4552176.000000 Penalty: 5085.041504 Iteration 36Q: 3 clusters Score -4552176 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 27967 members Entering Unmasked Estep Score: -4552176.000000 Penalty: 5085.041504 Iteration 37Q: 3 clusters Score -4552176 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 27968 members Entering Unmasked Estep Score: -4552175.000000 Penalty: 5085.041504 Iteration 38Q: 3 clusters Score -4552175 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 27971 members Entering Unmasked Estep Score: -4552176.000000 Penalty: 5085.041504 Iteration 39Q: 3 clusters Score -4552176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 27974 members Entering Unmasked Estep Score: -4552184.000000 Penalty: 5085.041504 Iteration 40F: 3 clusters Score -4552184 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 27970 members Entering Unmasked Estep Score: -4552198.000000 Penalty: 5085.041504 Iteration 41Q: 3 clusters Score -4552198 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 27972 members Entering Unmasked Estep Score: -4552206.000000 Penalty: 5085.041504 Iteration 42Q: 3 clusters Score -4552206 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 27971 members Entering Unmasked Estep Score: -4552213.000000 Penalty: 5085.041504 Iteration 43Q: 3 clusters Score -4552213 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 27973 members Entering Unmasked Estep Score: -4552219.500000 Penalty: 5085.041504 Iteration 44Q: 3 clusters Score -4552220 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 27976 members Entering Unmasked Estep Score: -4552220.000000 Penalty: 5085.041504 Iteration 45Q: 3 clusters Score -4552220 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 27978 members Entering Unmasked Estep Score: -4552225.000000 Penalty: 5085.041504 Iteration 46Q: 3 clusters Score -4552225 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 27980 members Entering Unmasked Estep Score: -4552224.000000 Penalty: 5085.041504 Iteration 47Q: 3 clusters Score -4552224 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 27983 members Entering Unmasked Estep Score: -4552229.000000 Penalty: 5085.041504 Iteration 48Q: 3 clusters Score -4552229 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 27985 members Entering Unmasked Estep Score: -4552230.500000 Penalty: 5085.041504 Iteration 49Q: 3 clusters Score -4552230 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 27986 members Entering Unmasked Estep Score: -4552236.000000 Penalty: 5085.041504 Iteration 50Q: 3 clusters Score -4552236 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 27987 members Entering Unmasked Estep Score: -4552232.000000 Penalty: 5085.041504 Iteration 51Q: 3 clusters Score -4552232 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 27989 members Entering Unmasked Estep Score: -4552234.500000 Penalty: 5085.041504 Iteration 52Q: 3 clusters Score -4552234 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 27989 members Entering Unmasked Estep Score: -4552240.000000 Penalty: 5085.041504 Iteration 53Q: 3 clusters Score -4552240 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 27989 members Entering Unmasked Estep Score: -4552240.000000 Penalty: 5085.041504 Iteration 54F: 3 clusters Score -4552240 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Entering Unmasked Estep Score: -709643.812500 Penalty: 2076.927490 Iteration 0F: 2 clusters Score -709643.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -705553.500000 Penalty: 4153.854980 Iteration 0F: 3 clusters Score -705553.5 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -706507.500000 Penalty: 4153.854980 Iteration 1F: 3 clusters Score -706507.5 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -706761.250000 Penalty: 4153.854980 Iteration 2F: 3 clusters Score -706761.2 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -707034.937500 Penalty: 4153.854980 Iteration 3F: 3 clusters Score -707034.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -707378.000000 Penalty: 4153.854980 Iteration 4F: 3 clusters Score -707378 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -707773.375000 Penalty: 4153.854980 Iteration 5F: 3 clusters Score -707773.4 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -708118.437500 Penalty: 4153.854980 Iteration 6F: 3 clusters Score -708118.4 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -708351.500000 Penalty: 4153.854980 Iteration 7F: 3 clusters Score -708351.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -708478.062500 Penalty: 4153.854980 Iteration 8Q: 3 clusters Score -708478.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -708534.937500 Penalty: 4153.854980 Iteration 9Q: 3 clusters Score -708534.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -708577.625000 Penalty: 4153.854980 Iteration 10Q: 3 clusters Score -708577.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -708603.437500 Penalty: 4153.854980 Iteration 11Q: 3 clusters Score -708603.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -708620.312500 Penalty: 4153.854980 Iteration 12Q: 3 clusters Score -708620.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -708634.750000 Penalty: 4153.854980 Iteration 13Q: 3 clusters Score -708634.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -708650.812500 Penalty: 4153.854980 Iteration 14Q: 3 clusters Score -708650.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -708661.375000 Penalty: 4153.854980 Iteration 15Q: 3 clusters Score -708661.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -708668.562500 Penalty: 4153.854980 Iteration 16Q: 3 clusters Score -708668.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -708677.562500 Penalty: 4153.854980 Iteration 17Q: 3 clusters Score -708677.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -708689.937500 Penalty: 4153.854980 Iteration 18Q: 3 clusters Score -708689.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -708696.625000 Penalty: 4153.854980 Iteration 19Q: 3 clusters Score -708696.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -708705.062500 Penalty: 4153.854980 Iteration 20F: 3 clusters Score -708705.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -708709.312500 Penalty: 4153.854980 Iteration 21Q: 3 clusters Score -708709.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -708713.625000 Penalty: 4153.854980 Iteration 22Q: 3 clusters Score -708713.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -708718.250000 Penalty: 4153.854980 Iteration 23Q: 3 clusters Score -708718.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -708720.437500 Penalty: 4153.854980 Iteration 24Q: 3 clusters Score -708720.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -708721.062500 Penalty: 4153.854980 Iteration 25Q: 3 clusters Score -708721.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -708723.000000 Penalty: 4153.854980 Iteration 26Q: 3 clusters Score -708723 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -708723.437500 Penalty: 4153.854980 Iteration 27Q: 3 clusters Score -708723.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -708723.437500 Penalty: 4153.854980 Iteration 28F: 3 clusters Score -708723.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (40000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40000 members Entering Unmasked Estep Score: -6503578.000000 Penalty: 2627.965332 Iteration 0F: 2 clusters Score -6503578 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20024 members Mstep: Class 2 contains 19976 members Entering Unmasked Estep Score: -6476787.000000 Penalty: 5255.930664 Iteration 0F: 3 clusters Score -6476787 nChanged 18265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20813 members Mstep: Class 2 contains 19187 members Entering Unmasked Estep Score: -6487089.500000 Penalty: 5255.930664 Iteration 1F: 3 clusters Score -6487090 nChanged 2086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21467 members Mstep: Class 2 contains 18533 members Entering Unmasked Estep Score: -6487958.000000 Penalty: 5255.930664 Iteration 2F: 3 clusters Score -6487958 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22428 members Mstep: Class 2 contains 17572 members Entering Unmasked Estep Score: -6489167.500000 Penalty: 5255.930664 Iteration 3F: 3 clusters Score -6489168 nChanged 2551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23729 members Mstep: Class 2 contains 16271 members Entering Unmasked Estep Score: -6490855.500000 Penalty: 5255.930664 Iteration 4F: 3 clusters Score -6490856 nChanged 2951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25320 members Mstep: Class 2 contains 14680 members Entering Unmasked Estep Score: -6493178.000000 Penalty: 5255.930664 Iteration 5F: 3 clusters Score -6493178 nChanged 2940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26948 members Mstep: Class 2 contains 13052 members Entering Unmasked Estep Score: -6495506.500000 Penalty: 5255.930664 Iteration 6F: 3 clusters Score -6495506 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28277 members Mstep: Class 2 contains 11723 members Entering Unmasked Estep Score: -6497505.500000 Penalty: 5255.930664 Iteration 7F: 3 clusters Score -6497506 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29265 members Mstep: Class 2 contains 10735 members Entering Unmasked Estep Score: -6498802.500000 Penalty: 5255.930664 Iteration 8Q: 3 clusters Score -6498802 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29990 members Mstep: Class 2 contains 10010 members Entering Unmasked Estep Score: -6499714.000000 Penalty: 5255.930664 Iteration 9Q: 3 clusters Score -6499714 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30489 members Mstep: Class 2 contains 9511 members Entering Unmasked Estep Score: -6500272.000000 Penalty: 5255.930664 Iteration 10Q: 3 clusters Score -6500272 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30851 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -6500657.000000 Penalty: 5255.930664 Iteration 11Q: 3 clusters Score -6500657 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31154 members Mstep: Class 2 contains 8846 members Entering Unmasked Estep Score: -6500870.000000 Penalty: 5255.930664 Iteration 12Q: 3 clusters Score -6500870 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31423 members Mstep: Class 2 contains 8577 members Entering Unmasked Estep Score: -6500999.000000 Penalty: 5255.930664 Iteration 13Q: 3 clusters Score -6500999 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31713 members Mstep: Class 2 contains 8287 members Entering Unmasked Estep Score: -6501162.000000 Penalty: 5255.930664 Iteration 14Q: 3 clusters Score -6501162 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31969 members Mstep: Class 2 contains 8031 members Entering Unmasked Estep Score: -6501267.500000 Penalty: 5255.930664 Iteration 15Q: 3 clusters Score -6501268 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32165 members Mstep: Class 2 contains 7835 members Entering Unmasked Estep Score: -6501317.500000 Penalty: 5255.930664 Iteration 16Q: 3 clusters Score -6501318 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32355 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -6501394.500000 Penalty: 5255.930664 Iteration 17Q: 3 clusters Score -6501394 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32531 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -6501507.000000 Penalty: 5255.930664 Iteration 18Q: 3 clusters Score -6501507 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32717 members Mstep: Class 2 contains 7283 members Entering Unmasked Estep Score: -6501584.500000 Penalty: 5255.930664 Iteration 19Q: 3 clusters Score -6501584 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32897 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -6501655.000000 Penalty: 5255.930664 Iteration 20F: 3 clusters Score -6501655 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33046 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -6501687.000000 Penalty: 5255.930664 Iteration 21Q: 3 clusters Score -6501687 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33183 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -6501709.000000 Penalty: 5255.930664 Iteration 22Q: 3 clusters Score -6501709 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33304 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -6501721.000000 Penalty: 5255.930664 Iteration 23Q: 3 clusters Score -6501721 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33424 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -6501720.500000 Penalty: 5255.930664 Iteration 24Q: 3 clusters Score -6501720 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33540 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -6501744.000000 Penalty: 5255.930664 Iteration 25Q: 3 clusters Score -6501744 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33648 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -6501769.500000 Penalty: 5255.930664 Iteration 26Q: 3 clusters Score -6501770 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33766 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -6501773.000000 Penalty: 5255.930664 Iteration 27Q: 3 clusters Score -6501773 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33861 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -6501799.000000 Penalty: 5255.930664 Iteration 28Q: 3 clusters Score -6501799 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33958 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -6501826.000000 Penalty: 5255.930664 Iteration 29Q: 3 clusters Score -6501826 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34055 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -6501837.000000 Penalty: 5255.930664 Iteration 30Q: 3 clusters Score -6501837 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34146 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -6501867.500000 Penalty: 5255.930664 Iteration 31Q: 3 clusters Score -6501868 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34225 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -6501887.500000 Penalty: 5255.930664 Iteration 32Q: 3 clusters Score -6501888 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34301 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -6501893.000000 Penalty: 5255.930664 Iteration 33Q: 3 clusters Score -6501893 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34375 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -6501899.500000 Penalty: 5255.930664 Iteration 34Q: 3 clusters Score -6501900 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34467 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -6501896.500000 Penalty: 5255.930664 Iteration 35Q: 3 clusters Score -6501896 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34569 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -6501913.000000 Penalty: 5255.930664 Iteration 36Q: 3 clusters Score -6501913 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34668 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -6501929.500000 Penalty: 5255.930664 Iteration 37Q: 3 clusters Score -6501930 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34769 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -6501972.500000 Penalty: 5255.930664 Iteration 38Q: 3 clusters Score -6501972 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34871 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -6501988.500000 Penalty: 5255.930664 Iteration 39Q: 3 clusters Score -6501988 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34957 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -6502012.000000 Penalty: 5255.930664 Iteration 40F: 3 clusters Score -6502012 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35041 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -6502032.500000 Penalty: 5255.930664 Iteration 41Q: 3 clusters Score -6502032 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35120 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -6502039.500000 Penalty: 5255.930664 Iteration 42Q: 3 clusters Score -6502040 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35187 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -6502054.000000 Penalty: 5255.930664 Iteration 43Q: 3 clusters Score -6502054 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35268 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -6502075.000000 Penalty: 5255.930664 Iteration 44Q: 3 clusters Score -6502075 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35354 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -6502084.000000 Penalty: 5255.930664 Iteration 45Q: 3 clusters Score -6502084 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35432 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -6502111.000000 Penalty: 5255.930664 Iteration 46Q: 3 clusters Score -6502111 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35512 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -6502110.000000 Penalty: 5255.930664 Iteration 47Q: 3 clusters Score -6502110 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35592 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -6502133.500000 Penalty: 5255.930664 Iteration 48Q: 3 clusters Score -6502134 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35689 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -6502141.000000 Penalty: 5255.930664 Iteration 49Q: 3 clusters Score -6502141 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35792 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -6502148.500000 Penalty: 5255.930664 Iteration 50Q: 3 clusters Score -6502148 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35886 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -6502156.500000 Penalty: 5255.930664 Iteration 51Q: 3 clusters Score -6502156 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35969 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -6502191.000000 Penalty: 5255.930664 Iteration 52Q: 3 clusters Score -6502191 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36040 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -6502204.000000 Penalty: 5255.930664 Iteration 53Q: 3 clusters Score -6502204 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36103 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -6502230.000000 Penalty: 5255.930664 Iteration 54Q: 3 clusters Score -6502230 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36165 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -6502240.000000 Penalty: 5255.930664 Iteration 55Q: 3 clusters Score -6502240 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36225 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -6502250.000000 Penalty: 5255.930664 Iteration 56Q: 3 clusters Score -6502250 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36287 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -6502252.000000 Penalty: 5255.930664 Iteration 57Q: 3 clusters Score -6502252 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36339 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -6502259.500000 Penalty: 5255.930664 Iteration 58Q: 3 clusters Score -6502260 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36390 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -6502267.000000 Penalty: 5255.930664 Iteration 59Q: 3 clusters Score -6502267 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36448 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -6502274.500000 Penalty: 5255.930664 Iteration 60F: 3 clusters Score -6502274 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36498 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -6502293.000000 Penalty: 5255.930664 Iteration 61Q: 3 clusters Score -6502293 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36543 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -6502309.500000 Penalty: 5255.930664 Iteration 62Q: 3 clusters Score -6502310 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36597 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -6502318.500000 Penalty: 5255.930664 Iteration 63Q: 3 clusters Score -6502318 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36642 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -6502321.500000 Penalty: 5255.930664 Iteration 64Q: 3 clusters Score -6502322 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36686 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -6502346.500000 Penalty: 5255.930664 Iteration 65Q: 3 clusters Score -6502346 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36735 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -6502344.000000 Penalty: 5255.930664 Iteration 66Q: 3 clusters Score -6502344 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36780 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -6502363.000000 Penalty: 5255.930664 Iteration 67Q: 3 clusters Score -6502363 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36829 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -6502376.000000 Penalty: 5255.930664 Iteration 68Q: 3 clusters Score -6502376 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36882 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -6502391.000000 Penalty: 5255.930664 Iteration 69Q: 3 clusters Score -6502391 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36936 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -6502409.500000 Penalty: 5255.930664 Iteration 70Q: 3 clusters Score -6502410 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36984 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -6502438.000000 Penalty: 5255.930664 Iteration 71Q: 3 clusters Score -6502438 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37037 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -6502458.500000 Penalty: 5255.930664 Iteration 72Q: 3 clusters Score -6502458 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37091 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -6502465.500000 Penalty: 5255.930664 Iteration 73Q: 3 clusters Score -6502466 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37139 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -6502484.000000 Penalty: 5255.930664 Iteration 74Q: 3 clusters Score -6502484 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37188 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -6502494.500000 Penalty: 5255.930664 Iteration 75Q: 3 clusters Score -6502494 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37221 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -6502512.000000 Penalty: 5255.930664 Iteration 76Q: 3 clusters Score -6502512 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37257 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -6502510.000000 Penalty: 5255.930664 Iteration 77Q: 3 clusters Score -6502510 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37294 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -6502519.500000 Penalty: 5255.930664 Iteration 78Q: 3 clusters Score -6502520 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37335 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -6502536.500000 Penalty: 5255.930664 Iteration 79Q: 3 clusters Score -6502536 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37367 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -6502528.000000 Penalty: 5255.930664 Iteration 80F: 3 clusters Score -6502528 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37396 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -6502547.000000 Penalty: 5255.930664 Iteration 81Q: 3 clusters Score -6502547 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37422 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -6502568.000000 Penalty: 5255.930664 Iteration 82Q: 3 clusters Score -6502568 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37451 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -6502571.500000 Penalty: 5255.930664 Iteration 83Q: 3 clusters Score -6502572 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37486 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -6502566.000000 Penalty: 5255.930664 Iteration 84Q: 3 clusters Score -6502566 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37525 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -6502583.000000 Penalty: 5255.930664 Iteration 85Q: 3 clusters Score -6502583 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37556 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -6502585.000000 Penalty: 5255.930664 Iteration 86Q: 3 clusters Score -6502585 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37588 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -6502598.500000 Penalty: 5255.930664 Iteration 87Q: 3 clusters Score -6502598 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37608 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -6502615.000000 Penalty: 5255.930664 Iteration 88Q: 3 clusters Score -6502615 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37624 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -6502615.000000 Penalty: 5255.930664 Iteration 89Q: 3 clusters Score -6502615 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37638 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -6502609.000000 Penalty: 5255.930664 Iteration 90Q: 3 clusters Score -6502609 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37645 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -6502603.500000 Penalty: 5255.930664 Iteration 91Q: 3 clusters Score -6502604 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37650 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -6502611.500000 Penalty: 5255.930664 Iteration 92Q: 3 clusters Score -6502612 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37655 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -6502609.000000 Penalty: 5255.930664 Iteration 93Q: 3 clusters Score -6502609 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37660 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -6502620.000000 Penalty: 5255.930664 Iteration 94Q: 3 clusters Score -6502620 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37667 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -6502619.000000 Penalty: 5255.930664 Iteration 95Q: 3 clusters Score -6502619 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37672 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -6502627.000000 Penalty: 5255.930664 Iteration 96Q: 3 clusters Score -6502627 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37680 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -6502625.500000 Penalty: 5255.930664 Iteration 97Q: 3 clusters Score -6502626 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37683 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -6502624.000000 Penalty: 5255.930664 Iteration 98Q: 3 clusters Score -6502624 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37686 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -6502625.000000 Penalty: 5255.930664 Iteration 99Q: 3 clusters Score -6502625 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37693 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -6502624.500000 Penalty: 5255.930664 Iteration 100F: 3 clusters Score -6502624 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37698 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -6502623.500000 Penalty: 5255.930664 Iteration 101Q: 3 clusters Score -6502624 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37700 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -6502625.500000 Penalty: 5255.930664 Iteration 102Q: 3 clusters Score -6502626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37701 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -6502624.000000 Penalty: 5255.930664 Iteration 103Q: 3 clusters Score -6502624 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37701 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -6502624.000000 Penalty: 5255.930664 Iteration 104F: 3 clusters Score -6502624 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Entering Unmasked Estep Score: -24654.728516 Penalty: 1303.858887 Iteration 0F: 2 clusters Score -24654.73 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 97 members Entering Unmasked Estep Score: -23594.986328 Penalty: 2607.717773 Iteration 0F: 3 clusters Score -23594.99 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -23675.419922 Penalty: 2607.717773 Iteration 1F: 3 clusters Score -23675.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -23710.306641 Penalty: 2607.717773 Iteration 2Q: 3 clusters Score -23710.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -23742.429688 Penalty: 2607.717773 Iteration 3Q: 3 clusters Score -23742.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -23744.376953 Penalty: 2607.717773 Iteration 4Q: 3 clusters Score -23744.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -23747.546875 Penalty: 2607.717773 Iteration 5Q: 3 clusters Score -23747.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -23753.562500 Penalty: 2607.717773 Iteration 6Q: 3 clusters Score -23753.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -23753.562500 Penalty: 2607.717773 Iteration 7F: 3 clusters Score -23753.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Entering Unmasked Estep Score: -22130.876953 Penalty: 1345.387573 Iteration 0F: 2 clusters Score -22130.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -21207.703125 Penalty: 2690.775146 Iteration 0F: 3 clusters Score -21207.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -21538.201172 Penalty: 2690.775146 Iteration 1F: 3 clusters Score -21538.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -21710.560547 Penalty: 2690.775146 Iteration 2F: 3 clusters Score -21710.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -21782.099609 Penalty: 2690.775146 Iteration 3Q: 3 clusters Score -21782.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -21951.371094 Penalty: 2690.775146 Iteration 4Q: 3 clusters Score -21951.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -21974.953125 Penalty: 2690.775146 Iteration 5Q: 3 clusters Score -21974.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -21974.953125 Penalty: 2690.775146 Iteration 6F: 3 clusters Score -21974.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (10423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10423 members Entering Unmasked Estep Score: -1660337.500000 Penalty: 2294.438965 Iteration 0F: 2 clusters Score -1660338 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -1652478.875000 Penalty: 4588.877930 Iteration 0F: 3 clusters Score -1652479 nChanged 4318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -1654769.125000 Penalty: 4588.877930 Iteration 1F: 3 clusters Score -1654769 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -1655072.625000 Penalty: 4588.877930 Iteration 2F: 3 clusters Score -1655073 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1655358.875000 Penalty: 4588.877930 Iteration 3F: 3 clusters Score -1655359 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1655628.500000 Penalty: 4588.877930 Iteration 4Q: 3 clusters Score -1655628 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -1655879.000000 Penalty: 4588.877930 Iteration 5Q: 3 clusters Score -1655879 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1656127.875000 Penalty: 4588.877930 Iteration 6Q: 3 clusters Score -1656128 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -1656373.750000 Penalty: 4588.877930 Iteration 7Q: 3 clusters Score -1656374 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -1656623.375000 Penalty: 4588.877930 Iteration 8Q: 3 clusters Score -1656623 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -1656874.750000 Penalty: 4588.877930 Iteration 9Q: 3 clusters Score -1656875 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -1657091.000000 Penalty: 4588.877930 Iteration 10Q: 3 clusters Score -1657091 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1657294.125000 Penalty: 4588.877930 Iteration 11Q: 3 clusters Score -1657294 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -1657476.375000 Penalty: 4588.877930 Iteration 12Q: 3 clusters Score -1657476 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8504 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -1657628.500000 Penalty: 4588.877930 Iteration 13Q: 3 clusters Score -1657628 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8734 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -1657762.750000 Penalty: 4588.877930 Iteration 14Q: 3 clusters Score -1657763 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8939 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -1657889.625000 Penalty: 4588.877930 Iteration 15Q: 3 clusters Score -1657890 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9115 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1658000.500000 Penalty: 4588.877930 Iteration 16Q: 3 clusters Score -1658000 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -1658096.125000 Penalty: 4588.877930 Iteration 17Q: 3 clusters Score -1658096 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9404 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -1658166.875000 Penalty: 4588.877930 Iteration 18Q: 3 clusters Score -1658167 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9510 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -1658234.375000 Penalty: 4588.877930 Iteration 19Q: 3 clusters Score -1658234 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -1658289.750000 Penalty: 4588.877930 Iteration 20F: 3 clusters Score -1658290 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9678 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -1658345.375000 Penalty: 4588.877930 Iteration 21Q: 3 clusters Score -1658345 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -1658390.500000 Penalty: 4588.877930 Iteration 22Q: 3 clusters Score -1658390 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9770 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1658421.750000 Penalty: 4588.877930 Iteration 23Q: 3 clusters Score -1658422 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9806 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -1658443.500000 Penalty: 4588.877930 Iteration 24Q: 3 clusters Score -1658444 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9838 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1658468.375000 Penalty: 4588.877930 Iteration 25Q: 3 clusters Score -1658468 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9861 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -1658486.250000 Penalty: 4588.877930 Iteration 26Q: 3 clusters Score -1658486 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9881 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -1658495.250000 Penalty: 4588.877930 Iteration 27Q: 3 clusters Score -1658495 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9900 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1658505.750000 Penalty: 4588.877930 Iteration 28Q: 3 clusters Score -1658506 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9917 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1658520.500000 Penalty: 4588.877930 Iteration 29Q: 3 clusters Score -1658520 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -1658528.125000 Penalty: 4588.877930 Iteration 30Q: 3 clusters Score -1658528 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9946 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -1658535.500000 Penalty: 4588.877930 Iteration 31Q: 3 clusters Score -1658536 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1658545.625000 Penalty: 4588.877930 Iteration 32Q: 3 clusters Score -1658546 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9968 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -1658553.125000 Penalty: 4588.877930 Iteration 33Q: 3 clusters Score -1658553 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9971 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -1658559.875000 Penalty: 4588.877930 Iteration 34Q: 3 clusters Score -1658560 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9979 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1658565.750000 Penalty: 4588.877930 Iteration 35Q: 3 clusters Score -1658566 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9987 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -1658572.375000 Penalty: 4588.877930 Iteration 36Q: 3 clusters Score -1658572 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9993 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1658576.125000 Penalty: 4588.877930 Iteration 37Q: 3 clusters Score -1658576 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9996 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -1658579.500000 Penalty: 4588.877930 Iteration 38Q: 3 clusters Score -1658580 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10001 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -1658585.000000 Penalty: 4588.877930 Iteration 39Q: 3 clusters Score -1658585 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10002 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -1658584.000000 Penalty: 4588.877930 Iteration 40F: 3 clusters Score -1658584 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (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: -110414.875000 Penalty: 1631.654297 Iteration 0F: 2 clusters Score -110414.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -108755.570312 Penalty: 3263.308594 Iteration 0F: 3 clusters Score -108755.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -109040.812500 Penalty: 3263.308594 Iteration 1F: 3 clusters Score -109040.8 nChanged 61 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: -109168.976562 Penalty: 3263.308594 Iteration 2F: 3 clusters Score -109169 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -109264.375000 Penalty: 3263.308594 Iteration 3F: 3 clusters Score -109264.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -109339.039062 Penalty: 3263.308594 Iteration 4Q: 3 clusters Score -109339 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -109410.250000 Penalty: 3263.308594 Iteration 5Q: 3 clusters Score -109410.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -109475.945312 Penalty: 3263.308594 Iteration 6Q: 3 clusters Score -109475.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -109525.671875 Penalty: 3263.308594 Iteration 7Q: 3 clusters Score -109525.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -109548.882812 Penalty: 3263.308594 Iteration 8Q: 3 clusters Score -109548.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -109569.187500 Penalty: 3263.308594 Iteration 9Q: 3 clusters Score -109569.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -109578.562500 Penalty: 3263.308594 Iteration 10Q: 3 clusters Score -109578.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -109586.109375 Penalty: 3263.308594 Iteration 11Q: 3 clusters Score -109586.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -109592.992188 Penalty: 3263.308594 Iteration 12Q: 3 clusters Score -109593 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -109592.992188 Penalty: 3263.308594 Iteration 13F: 3 clusters Score -109593 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (9732 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Entering Unmasked Estep Score: -1614698.375000 Penalty: 2277.427490 Iteration 0F: 2 clusters Score -1614698 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -1607202.000000 Penalty: 4554.854980 Iteration 0F: 3 clusters Score -1607202 nChanged 4032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1609519.625000 Penalty: 4554.854980 Iteration 1F: 3 clusters Score -1609520 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -1610059.250000 Penalty: 4554.854980 Iteration 2F: 3 clusters Score -1610059 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -1610536.375000 Penalty: 4554.854980 Iteration 3F: 3 clusters Score -1610536 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1610964.750000 Penalty: 4554.854980 Iteration 4F: 3 clusters Score -1610965 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -1611314.125000 Penalty: 4554.854980 Iteration 5F: 3 clusters Score -1611314 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -1611628.375000 Penalty: 4554.854980 Iteration 6F: 3 clusters Score -1611628 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -1611855.375000 Penalty: 4554.854980 Iteration 7Q: 3 clusters Score -1611855 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -1612006.875000 Penalty: 4554.854980 Iteration 8Q: 3 clusters Score -1612007 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -1612111.375000 Penalty: 4554.854980 Iteration 9Q: 3 clusters Score -1612111 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -1612194.875000 Penalty: 4554.854980 Iteration 10Q: 3 clusters Score -1612195 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -1612254.500000 Penalty: 4554.854980 Iteration 11Q: 3 clusters Score -1612254 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -1612299.500000 Penalty: 4554.854980 Iteration 12Q: 3 clusters Score -1612300 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1612335.750000 Penalty: 4554.854980 Iteration 13Q: 3 clusters Score -1612336 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -1612361.125000 Penalty: 4554.854980 Iteration 14Q: 3 clusters Score -1612361 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -1612384.250000 Penalty: 4554.854980 Iteration 15Q: 3 clusters Score -1612384 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -1612407.500000 Penalty: 4554.854980 Iteration 16Q: 3 clusters Score -1612408 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -1612426.500000 Penalty: 4554.854980 Iteration 17Q: 3 clusters Score -1612426 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -1612450.625000 Penalty: 4554.854980 Iteration 18Q: 3 clusters Score -1612451 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -1612496.750000 Penalty: 4554.854980 Iteration 19Q: 3 clusters Score -1612497 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -1612549.875000 Penalty: 4554.854980 Iteration 20F: 3 clusters Score -1612550 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -1612599.750000 Penalty: 4554.854980 Iteration 21Q: 3 clusters Score -1612600 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -1612672.750000 Penalty: 4554.854980 Iteration 22Q: 3 clusters Score -1612673 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -1612727.250000 Penalty: 4554.854980 Iteration 23Q: 3 clusters Score -1612727 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -1612769.875000 Penalty: 4554.854980 Iteration 24Q: 3 clusters Score -1612770 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -1612813.625000 Penalty: 4554.854980 Iteration 25Q: 3 clusters Score -1612814 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -1612849.375000 Penalty: 4554.854980 Iteration 26Q: 3 clusters Score -1612849 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -1612883.250000 Penalty: 4554.854980 Iteration 27Q: 3 clusters Score -1612883 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -1612911.875000 Penalty: 4554.854980 Iteration 28Q: 3 clusters Score -1612912 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -1612937.125000 Penalty: 4554.854980 Iteration 29Q: 3 clusters Score -1612937 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -1612958.625000 Penalty: 4554.854980 Iteration 30Q: 3 clusters Score -1612959 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -1612972.750000 Penalty: 4554.854980 Iteration 31Q: 3 clusters Score -1612973 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -1612994.875000 Penalty: 4554.854980 Iteration 32Q: 3 clusters Score -1612995 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1613003.875000 Penalty: 4554.854980 Iteration 33Q: 3 clusters Score -1613004 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -1613011.125000 Penalty: 4554.854980 Iteration 34Q: 3 clusters Score -1613011 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -1613018.750000 Penalty: 4554.854980 Iteration 35Q: 3 clusters Score -1613019 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -1613017.875000 Penalty: 4554.854980 Iteration 36Q: 3 clusters Score -1613018 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1613023.875000 Penalty: 4554.854980 Iteration 37Q: 3 clusters Score -1613024 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1613032.750000 Penalty: 4554.854980 Iteration 38Q: 3 clusters Score -1613033 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -1613043.375000 Penalty: 4554.854980 Iteration 39Q: 3 clusters Score -1613043 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -1613051.125000 Penalty: 4554.854980 Iteration 40F: 3 clusters Score -1613051 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1613054.625000 Penalty: 4554.854980 Iteration 41Q: 3 clusters Score -1613055 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -1613062.750000 Penalty: 4554.854980 Iteration 42Q: 3 clusters Score -1613063 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1613065.500000 Penalty: 4554.854980 Iteration 43Q: 3 clusters Score -1613066 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1613071.875000 Penalty: 4554.854980 Iteration 44Q: 3 clusters Score -1613072 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -1613081.125000 Penalty: 4554.854980 Iteration 45Q: 3 clusters Score -1613081 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -1613088.250000 Penalty: 4554.854980 Iteration 46Q: 3 clusters Score -1613088 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1613092.375000 Penalty: 4554.854980 Iteration 47Q: 3 clusters Score -1613092 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -1613093.000000 Penalty: 4554.854980 Iteration 48Q: 3 clusters Score -1613093 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -1613097.750000 Penalty: 4554.854980 Iteration 49Q: 3 clusters Score -1613098 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1613096.125000 Penalty: 4554.854980 Iteration 50Q: 3 clusters Score -1613096 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1613098.500000 Penalty: 4554.854980 Iteration 51Q: 3 clusters Score -1613098 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -1613104.000000 Penalty: 4554.854980 Iteration 52Q: 3 clusters Score -1613104 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -1613106.250000 Penalty: 4554.854980 Iteration 53Q: 3 clusters Score -1613106 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -1613105.875000 Penalty: 4554.854980 Iteration 54Q: 3 clusters Score -1613106 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1613105.875000 Penalty: 4554.854980 Iteration 55Q: 3 clusters Score -1613106 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -1613110.125000 Penalty: 4554.854980 Iteration 56Q: 3 clusters Score -1613110 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -1613107.125000 Penalty: 4554.854980 Iteration 57Q: 3 clusters Score -1613107 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -1613107.625000 Penalty: 4554.854980 Iteration 58Q: 3 clusters Score -1613108 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -1613107.250000 Penalty: 4554.854980 Iteration 59Q: 3 clusters Score -1613107 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -1613109.125000 Penalty: 4554.854980 Iteration 60F: 3 clusters Score -1613109 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -1613111.125000 Penalty: 4554.854980 Iteration 61Q: 3 clusters Score -1613111 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -1613111.125000 Penalty: 4554.854980 Iteration 62Q: 3 clusters Score -1613111 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -1613111.125000 Penalty: 4554.854980 Iteration 63F: 3 clusters Score -1613111 nChanged 0 --- Evaluating fit on full set of 707497 points --- Entering Unmasked Estep Score: -113370256.000000 Penalty: 86851.265625 21->27 Clusters: Score -113370256.000000, best is -113341352.000000 THE BEST YET! Main iterations: 0 (time per=infms) Total iterations: 18030 (time per=160.707713ms) Iterations metric 2: 488342585344.000000 (time per=5.933458ns) Iterations metric 3: 14650107232256.000000 (time per=197.784222ps) That took 2897.560059 seconds.